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Daily Tech News - 2026-05-01

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The age of the autonomous AI agent has arrived, but it is bringing as much chaos as it is convenience to the developer’s toolkit.

This week, the tech world is grappling with a new vocabulary as the "AI Coding Dictionary" goes viral, defining terms like "AFK sessions" and "Attention Budgets" for a world where Docker is now shipping fleets of microVM-based coding agents. While Microsoft’s Agent 365 has reached general availability to streamline enterprise governance, the risks of "breaking containment" are becoming visceral: one software company watched its entire database vanish in just nine seconds after a coding agent went rogue. Even Apple isn't immune to the "agent leak" phenomenon, accidentally shipping internal Claude.md prompt files in a recent support app update.

Beyond the code, geopolitical and environmental realities are shifting the infrastructure landscape. AWS has halted billing for Middle East customers as war damage to data centers remains unrepaired, while Belgium has moved to nationalize its nuclear plants to secure energy independence. On the hardware front, AMD’s Ryzen 9 9950X3D2 is turning heads with its $900 price tag, though critics argue the performance leap is becoming "entirely unnecessary" for anyone but the most extreme enthusiasts.

Meanwhile, the self-hosting community is finding solace in simplicity. Modern tools like the Caddy reverse proxy and Jellyfin are gaining traction as users look to "get their freedom back" from centralized platforms. However, that freedom remains under pressure; the abrupt cancellation of RightsCon 2026—reportedly due to Chinese pressure over Taiwanese participation—serves as a sobering reminder that while our agents can run "AFK," the human and political scaffolding supporting our digital world requires constant, manual oversight.

5 underrated Jellyfin features I wish I'd discovered sooner

Jellyfin is one of those self-hosted apps that can look simple at first glance, especially if you only use it as a place to dump movies and TV shows. That’s how I used it for longer than I should have...

  • Keywords: manage jellyfin, jellyfin features, jellyfin libraries, jellyfin clients, jellyfin simply, use jellyfin, jellyfin best, jellyfin ios, jellyfin basic, useful jellyfin
  • Source: xda-developers.com

50,000 AI Page Generations Later: Streaming That Survives Real Networks

-5517fd7b58a6---4 crawled_date: 2026-05-01T20:52:17.253536+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 01 May 2026 20:29:57 GMT

50,000 AI Page Generations Later: Streami...

  • Keywords: streaming survives, ai streams, streaming reliability, ai page, streaming, stream timeout, pages later, later streaming, product streaming, landed streaming
  • Source: levelup.gitconnected.com

A beginner's guide to Sourcehut (2025)

Git Your Freedom Back: A Beginner’s Guide to SourceHut 2025-01-24 This article (or guide) is targeted towards users and contributors who are currently hosting their git repositories through GitHub. Th...

  • Keywords: sourcehut github, github sourcehut, enjoying github, github altogether, away github, github popular, leave github, github use, github lack, choose github
  • Source: btxx.org

A blog bot that pitches its own posts: building a Slack-native publishing system on Cloudflare Workers and Durable Workflows

A blog bot that pitches its own posts: building a Slack-native publishing system on Cloudflare Workers and Durable Workflows How we built a Slack-native AI blog bot on Cloudflare Workers + Durable Wor...

  • Keywords: blog bot, ai blog, blogeditworkflow, blog draft, bot drafts, bot writing, hiccup blogeditworkflow, bot publish, draft blogdraftworkflow, written blog
  • Source: workos.com

A FedRAMP strategy for solving the cyber talent shortage

A FedRAMP strategy for solving the cyber talent shortage With a mandate to adopt more commercial tools for mission fulfillment, federal agencies are grappling with how to manage the need for rapid dep...

  • Keywords: authorized cloud, cloud security, compliance supported, requirements cloud, compliance, maintaining security, proven compliance, saas apps, saas applications, agency security
  • Source: fedscoop.com

A Letter from Dijkstra on APL

A Letter from Dijkstra on APL Roger K.W. Hui Acknowledgments. I would like to thank Bob Bernecky, Nicolas Delcros, Jay Foad, and Eric Iverson for comments on the manuscript. Nick Nickolov brought to m...

  • Keywords: apl cult, dijkstra apl, apl dijkstra, apl devotees, influence apl, apl people, apl devotee, apl roger, apl apl, apl
  • Source: jsoftware.com

“A model that produces code which compiles and passes the tests it was given is not the same as a model that produces correct, secure, maintainable, well-architected software”

“A model that produces code which compiles and passes the tests it was given is not the same as a model that produces correct, secure, maintainable, well-architected software” A lot of code is being w...

  • Keywords: realism openai, openai realism, realism ai, written ai, ai coding, ai writing, ai, realism hope, realism, progress realism
  • Source: garymarcus.substack.com

A statement about why RightsCon 2026 will not take place in Zambia

A statement to our community about why RightsCon 2026 will not take place in Zambia May 1, 2026 • Event info • 7 min read A statement to our community about why RightsCon 2026 will not take place in Z...

  • Keywords: rightscon 2026, 2026 rightscon, zambia 2026, rightscon coordinated, rightscon happen, reason rightscon, postponed rightscon, rightscon continue, proceed zambia, rightscon african
  • Source: rightscon.org

A Virtual Agent team at Docker: How the Coding Agent Sandboxes team uses a fleet of agents to ship faster

I work on Coding Agent Sandboxes, aka “sbx” at Docker. The project provides secure, microVM-based isolation for running AI coding agents like Claude Code, Gemini, Codex, Docker Agent and Kiro. Agents...

  • Keywords: agent sandboxes, agents autonomy, agent roles, ai agent, agent role, docker agent, agent task, manages sandbox, agents work, platform agents
  • Source: docker.com

Advanced Quantization Algorithm for LLMs

English | 简体中文 AutoRound is an advanced quantization toolkit designed for Large Language Models (LLMs) and Vision-Language Models (VLMs). It achieves high accuracy at ultra-low bit widths (2–4 bits) w...

  • Keywords: fp8 quantization, quantization toolkit, faster quantization, bits quantization, precision quantization, quantization accuracy, fast quantization, quantization available, quantization speedup, quantization settings
  • Source: github.com

AFK | AI Coding Dictionary

Section 7 — Patterns of Work AFK A working pattern where the user kicks off a session and leaves the agent to run unattended. The throughput multiplier of AI coding — many AFK sessions can run in para...

  • Keywords: running afk, afk sandboxed, afk sessions, coding afk, afk working, afk load, background agent, agent run, away afk, sandboxed agents
  • Source: aihero.dev

AFK | AI Coding Dictionary

Section 7 — Patterns of Work AFK Matt Pocock A working pattern where the user kicks off a session and leaves the agent to run unattended. The throughput multiplier of AI coding — many AFK sessions can...

  • Keywords: running afk, afk sandboxed, afk sessions, sandboxed agents, afk load, background agent, agent run, coding afk, away afk, work afk
  • Source: aihero.dev

Agent 365 is now generally available! We’re extending the systems customers already use for identity, security, governance and management to every AI agent and their interactions across the enterprise. Read more…

Agent 365 is now generally available! We’re extending the systems customers already use for identity, security, governance, and management to every AI agent and their interactions across the enterpris...

  • Keywords: agent 365, ai agent, ai agents, systems agents, agents need, agents create, governance agents, just agents, governance ai, agents exactly
  • Source: linkedin.com

Agent | AI Coding Dictionary

Section 2 — Sessions, Context Windows & Turns Agent A model harnessed with tools, a system prompt, and a context window, that takes turns with a user. Claude Code is an agent. Cursor is an agent. Clau...

  • Keywords: agent cursor, cursor agent, agent using, ai agent, agent, agent agent, agent actually, usage agent, code agent, agent model
  • Source: aihero.dev

Agent | AI Coding Dictionary

Section 2 — Sessions, Context Windows & Turns Agent Matt Pocock A model harnessed with tools, a system prompt, and a context window, that takes turns with a user. Claude Code is an agent. Cursor is an...

  • Keywords: agent cursor, cursor agent, agent using, agent, agent agent, ai agent, agent actually, usage agent, code agent, agent claude
  • Source: aihero.dev

AI Agent Designed To Speed Up Company's Coding Wipes Entire Database In 9 Seconds

joshuark shares a report from Live Science: An AI coding agent designed to help a small software company streamline its tasks instead blew a hole through its business in just nine seconds. PocketOS fo...

  • Keywords: ai agent, coding agent, agent, agent designed, agent integrations, agent cursor, building ai, agent wrote, agent bad, api
  • Source: developers.slashdot.org

AI Agents Need Context, Not Just Prompts

AI Agents Need Context, Not Just Prompts What back-to-back drawing experiments, grounding, and the curse of knowledge teach us about prompts, specifications, tool definitions, and agent handoffs. Two...

  • Keywords: agent interprets, prompts drawing, ai agents, agent brief, plan agents, room context, agents need, ai communication, agent boundary, agent blank
  • Source: the-main-thread.com

AI Coding Dictionary

AI Coding Dictionary The vocabulary of AI coding, translated into plain English. AI coding can feel like it is just for experts. The basic terms of engagement are learnable in an afternoon. Once you h...

  • Keywords: ai coding, vocabulary ai, coding dictionary, make ai, english ai, coding, ai, coding translated, coding feel, coding click
  • Source: aihero.dev

AI Coding Dictionary

AI Coding Dictionary The vocabulary of AI coding, translated into plain English. AI coding can feel like it is just for experts. The basic terms of engagement are learnable in an afternoon. Once you h...

  • Keywords: ai coding, ai agent, model agentic, make ai, ai, vocabulary ai, inferencerunning trained, trained model, english ai, prediction context
  • Source: aihero.dev

AI Demand Is Outpacing the Scaffolding to Support It

Sponsored by Google Cloud Choosing Your First Generative AI Use Cases To get started with generative AI, first focus on areas that can improve human experiences with information. From data center capa...

  • Keywords: cloud revenue, ai demand, ai supply, demand ai, google cloud, cloud microsoft, ceo ai, cloud choosing, market intel, deals ai
  • Source: aibusiness.com

AI Uses Less Water Than the Public Thinks

By Jay Lund . . . Artificial intelligence (AI) will affect many economic and natural resource sectors as these new technologies develop and mature. We are in the early years of this process. Like most...

  • Keywords: ai water, fears water, ai concerns, concerns water, water discussions, ai drinking, things ai, humans fears, prompt water, developed water
  • Source: californiawaterblog.com

AI Value Capture - The Shift To Model Labs

AI Value Capture - The Shift To Model Labs Vera Rubin VR NVL72: V for Value - Rubin delivers a step jump in performance per TCO. ROI accruing to users, Neoclouds, Hyperscalers, AI Labs, Memory Vendors...

  • Keywords: ai demand, ai value, demand ai, value ai, increased ai, ai trade, ai suppliers, vendors ai, raises ai, bank ai
  • Source: newsletter.semianalysis.com

AI will create jobs

AI will create jobs It’s nice to see Jensen talk about this, and it’s super obvious when you think about it. AI and immigration are fundamentally the same. There’s new people showing up, and hopefully...

  • Keywords: ai immigration, ai create, immigration creates, think ai, ai ai, jobs protectionism, ai outcompete, immigration fundamentally, ai, working immigrants
  • Source: geohot.github.io

[AINews] Agents for Everything Else: Codex for Knowledge Work, Claude for Creative Work

[AINews] Agents for Everything Else: Codex for Knowledge Work, Claude for Creative Work a quiet day lets us reflect on coding agents "breaking containment" We mentioned on the Unsupervised Learning po...

  • Keywords: agents codex, codex today, codex announcement, codex, openai codex, latest codex, codex work, codex available, codex update, codex task
  • Source: latent.space

AMD’s Ryzen 9 9950X3D2 is incredible, but entirely unnecessary

AMD's Ryzen 9 9950X3D2 is a $900 consumer CPU, and for those who take a cursory glance at the chip, the spec sheet will make a compelling case for it. Packed with 16 cores, 32 threads and a whopping 2...

  • Keywords: ryzen 9950x3d2, ryzen 9800x3d, amd ryzen, 9950x3d2 processor, x3d processors, 9950x3d2 amd, comparison 9950x3d2, ryzen, hardware benchmarks, processor amd
  • Source: xda-developers.com

AMD's X3D CPUs only help with two things, and most gamers have neither

I'm sure most of us are obsessed with AMD's X3D CPUs at this point. It's an easy recommendation for gamers, and I totally get why. Ever since I ditched my 5900X for a 5800X3D, I've been a huge fan mys...

  • Keywords: x3d cpus, 5800x3d cpus, x3d cpu, 9800x3d recently, upgraded 9800x3d, cpus 3d, amd x3d, 9800x3d 7800x3d, 7800x3d gaming, cpu 3d
  • Source: xda-developers.com

Anthropic Launches New Security Tool for Enterprises

Sponsored by Google Cloud Choosing Your First Generative AI Use Cases To get started with generative AI, first focus on areas that can improve human experiences with information. The public availabili...

  • Keywords: mythos cybersecurity, ongoing cybersecurity, security tool, claude security, cybersecurity, security capabilities, cybersecurity model, ai vendor, security surfaces, code security
  • Source: aibusiness.com

Apple accidentally left Claude.md files Apple Support app

We’ve detected that JavaScript is disabled in this browser. Please enable JavaScript or switch to a supported browser to continue using x.com. You can see a list of supported browsers in our Help Cent...

  • Keywords: javascript disabled, enable javascript, browser enable, supported browser, detected javascript, disabled browser, supported browsers, browsers help, browser, policy cookie
  • Source: x.com

Apple accidentally left Claude.md files Apple Support app

Apple accidentally left Claude.md files in today's Apple Support app update (v5.13) Apr 30, 2026 · 10:57 PM UTC 168 585 9,429 1,116,326 Apr 30, 2026 · 10:57 PM UTC

  • Keywords: apple accidentally, accidentally left, left claude, md files, claude md, files today, apple support, today apple, app update, accidentally
  • Source: xcancel.com

Artemis II Fault Tolerance

Communications of the ACM had a fascinating post about how NASA built Artemis II’s fault tolerant computer. 3 fascinating excerpts. (1) Eight modules with several back up scenarios: “Orion utilizes tw...

  • Keywords: fcms redundancy, redundancies fcm, fault tolerant, synchronized hardware, redundancy implemented, failures software, safely fcm, tolerant computer, fcms, lose fcms
  • Source: alearningaday.blog

Article: Securing Autonomous AI Agents on Kubernetes: Trust Boundaries, Secrets, and Observability for a New Category of Cloud Workload

Key Takeaways

  • Autonomous AI agents pose a challenge to traditional Kubernetes security models, making runtime decisions on external service calls, holding multi-domain credentials, and exhibiting un...

  • Keywords: agent kubernetes, kubernetes security, agent security, kubernetes job, kubernetes service, agent infrastructure, kubernetes kubernetes, kubernetes, kubernetes compute, kubernetes complex

  • Source: infoq.com

Ask HN: Who wants to be hired? (May 2026)

Share your information if you are looking for work. Please use this format: Location: Remote: Willing to relocate: Technologies: Résumé/CV: Email: Please only post if you are personally looking for wo...

  • Keywords: willing relocate, wantstobehired com, www wantstobehired, work opportunities, wants hired, opportunities searchers, relocate, wantstobehired, recruiters job, job boards
  • Source: news.ycombinator.com

Attention budget | AI Coding Dictionary

Section 4 — Failure Modes Attention budget Each token has a finite amount of influence to distribute across the rest of the context. Heavy influence on one relationship leaves less for others. The bud...

  • Keywords: token attention, attention budget, budget token, context heavy, budget pertoken, heavy influence, schema competing, budget fixed, attention, finite influence
  • Source: aihero.dev

Attention budget | AI Coding Dictionary

Section 4 — Failure Modes Attention budget Matt Pocock Each token has a finite amount of influence to distribute across the rest of the context. Heavy influence on one relationship leaves less for oth...

  • Keywords: attention budget, token attention, budget token, attention, budget fixed, context heavy, modes attention, sessions dilute, budget, failure modes
  • Source: aihero.dev

Attention relationship | AI Coding Dictionary

Section 4 — Failure Modes Attention relationship Matt Pocock When predicting each token, the model factors in every other token in the context — some heavily, others barely at all. The pairing between...

  • Keywords: tokens attention, token context, context tokens, attention relationship, pairing tokens, modes attention, predicting token, token model, user symbols, tokens
  • Source: aihero.dev

Attention relationship | AI Coding Dictionary

Section 4 — Failure Modes Attention relationship When predicting each token, the model factors in every other token in the context — some heavily, others barely at all. The pairing between two tokens...

  • Keywords: tokens attention, token context, context tokens, attention relationsh, attention relationship, predicting token, pairing tokens, token model, factors token, modes attention
  • Source: aihero.dev

Autocompact | AI Coding Dictionary

Section 5 — Handoffs Autocompact Matt Pocock Compaction triggered automatically by the harness when the context window approaches full. Usage: "It doesn't seem to remember what we decided about the sc...

  • Keywords: handoffs autocompact, earlier autocompact, autocompact, autocompact fired, autocompact matt, compaction triggered, compact manually, doc compact, section handoffs, pocock compaction
  • Source: aihero.dev

Autocompact | AI Coding Dictionary

Section 5 — Handoffs Autocompact Compaction triggered automatically by the harness when the context window approaches full. Matt Pocock Compaction triggered automatically by the harness when the conte...

  • Keywords: handoffs autocompact, autocompact compaction, earlier autocompact, autocompact, autocompact fired, compaction triggered, compact manually, doc compact, section handoffs, context window
  • Source: aihero.dev

Automated review | AI Coding Dictionary

Section 7 — Patterns of Work Automated review An agent reviewing another agent's work, often with a different model or system prompt. Nondeterministic: it forms a judgement. Runs anywhere — premerge o...

  • Keywords: agent reviewing, automated review, reviewing agent, review automated, agent review, review agent, automated check, reviewing, ai review, ci automated
  • Source: aihero.dev

Automated review | AI Coding Dictionary

Section 7 — Patterns of Work Automated review Matt Pocock An agent reviewing another agent's work, often with a different model or system prompt. Non-deterministic: it forms a judgement. Runs anywhere...

  • Keywords: agent reviewing, reviewing agent, automated review, agent review, review automated, review agent, automated check, ci automated, reviewing, automated
  • Source: aihero.dev

Automating AWS Data Protection with Terraform and Clumio

Key Takeaways

  • Managing backup and recovery as Infrastructure as Code (IaC) helps reduce configuration drift and align data protection with modern cloud deployment practices.

  • The Clumio Terraform p...

  • Keywords: terraform infrastructure, policies terraform, backup terraform, terraform backup, terraform maintains, terraform cloud, terraform needs, environments terraform, control terraform, infrastructure terraform

  • Source: commvault.com

AWS stops billing Middle East cloud customers as repairs to war damage drag on

Amazon’s cloud customers will need to wait several more months before the US tech company can repair war-damaged data centers and restore normal operations in the Middle East. The announcement comes t...

  • Keywords: aws customers, billing aws, services aws, amazon cloud, million aws, aws, aws strongly, bahrain cloud, cloud customers, cloud disruption
  • Source: arstechnica.com

Belgium Plans To Nationalize Nuclear Power Plants

Belgium plans to buy its seven aging nuclear reactors from French power giant Engie in a "full takeover" aimed at securing domestic energy supplies, extending reactor operations, and developing new nu...

  • Keywords: belgium plans, belgium reports, status belgium, capacity belgium, belgian government, reactors french, operations belgium, 2035 reactors, reactors operational, nuclear reactors
  • Source: hardware.slashdot.org

Broadcom Donates Velero to CNCF, Shifting Kubernetes Backup to Community Governance

Broadcom has announced the contribution of Velero, its Kubernetes-native backup, restore and migration project, to the Cloud Native Computing Foundation (CNCF) as a Sandbox project. Velero It operates...

  • Keywords: velero kubernetes, velero vmware, kubernetes native, kubernetes company, intended kubernetes, relevant kubernetes, kubernetes, kubernetes easier, make kubernetes, kubernetes builders
  • Source: infoq.com

Cache tokens | AI Coding Dictionary

Section 1 — The Model Cache tokens Input tokens the provider has cached from a previous model provider request so it doesn't have to reprocess them. When consecutive requests share a prefix, the provi...

  • Keywords: cache tokens, prefix cache, model cache, cache, consecutive requests, cache bills, cached portion, long sessions, tokens harness, provider cached
  • Source: aihero.dev

Cache tokens | AI Coding Dictionary

Section 1 — The Model Cache tokens Matt Pocock Input tokens the provider has cached from a previous model provider request so it doesn't have to re-process them. When consecutive requests share a pref...

  • Keywords: cache tokens, prefix cache, cache, cache bills, model cache, cached portion, tokens, tokens harness, consecutive requests, cached previous
  • Source: aihero.dev

Caddy handles reverse proxying so well that I ditched my entire toolchain

Self-hosting services is always neater when you use a reverse proxy like Caddy, whether you want to reach them from anywhere or are only testing things out on your home network. I like Caddy partly be...

  • Keywords: self hosting, self hosted, caddy dns, caddyserver, hosted services, reverse proxy, caddy web, caddy modules, proxy tools, caddy incredibly
  • Source: xda-developers.com

Chart: How ROHM, Toshiba, Mitsubishi Tie-Up Could Reshape the Power Sector

Chart: How ROHM, Toshiba, Mitsubishi Tie-Up Could Reshape the Power Sector ROHM Semiconductor, Mitsubishi Electric, and Toshiba are discussing a potential tie-up of their power semiconductor businesse...

  • Keywords: rohm toshiba, electric toshiba, potential merger, merger rohm, toshiba power, toshiba discussing, merger, toshiba strong, toshiba mitsubishi, merger negotiations
  • Source: electronicdesign.com

Charts of the Week: The Fastest V-Shaped Recovery Ever

Charts of the Week: The Fastest V-Shaped Recovery Ever First semis, then software; Peak Social Media; Your SaaSflation Is My Opportunity America | Tech | Opinion | Culture | Charts The Fastest V-Shape...

  • Keywords: stocks expensive, high stock, stocks looked, market recovery, investors past, market highs, investors prospective, debate stocks, recovery 500, reason stock
  • Source: a16z.news

China Pressure Canceled World’s Largest Digital Human Rights Conference

RightCon's organizers said Beijing was upset over over the inclusion of speakers from Taiwain.

  • Keywords: beijing upset, speakers taiwain, said beijing, beijing, upset inclusion, rightcon, rightcon organizers, taiwain, upset, inclusion speakers
  • Source: 404media.co

Churn Without Fragmentation: How a Party-Label Bug Reversed My Headline Finding

Between 2018 and 2022, English urban councils became nearly twice as volatile. Median volatility rose from 12.0 to 22.5. But the party system did not fragment. That distinction became visible only aft...

  • Keywords: councils fragmentation, fragmentation turnout, volatile councils, councils falling, councils median, councils nearly, fragmented party, councils churn, surged councils, fragmentation volatility
  • Source: towardsdatascience.com

Claude Code Skills 101: Everything You Need to Get Started With

-5517fd7b58a6---4 crawled_date: 2026-05-01T20:52:17.253536+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 01 May 2026 20:30:26 GMT

Member-only story Claude Code Skills 101:...

  • Keywords: claude code, work claude, context claude, using claude, explore claude, story claude, turning claude, define claude, claude, claude loads
  • Source: levelup.gitconnected.com

Code Orange: Fail Small is complete. The result is a stronger Cloudflare network

Over the past two and a bit quarters, we've undertaken an intensive engineering effort, internally code-named "Code Orange: Fail Small", focused on making Cloudflare's infrastructure more resilient, s...

  • Keywords: cloudflare infrastructure, downtime cloudflare, global outage, outage impacts, global outages, cloudflare stronger, cloudflare organization, outage explain, outage control, cloudflare
  • Source: blog.cloudflare.com

Community connectors (Beta)

May 2026 These features and Databricks platform improvements were released in May 2026. note Releases are staged. Your Databricks account might not be updated until a week or more after the initial re...

  • Keywords: lakeflow connect, connectors lakeflow, features databricks, databricks account, databricks platform, databricks, lakeflow, community connectors, extend lakeflow, connectors beta
  • Source: docs.databricks.com

Confluent Moves Schema IDs to Kafka Headers to Simplify Schema Governance

Confluent has introduced a new approach to managing schema metadata in Apache Kafka by enabling schema IDs to be stored in message headers rather than in the payload. The update is designed to simplif...

  • Keywords: schema metadata, data kafka, managing schema, schema management, centralized schema, stored kafka, schema handling, kafka headers, kafka enabling, kafka deployments
  • Source: infoq.com

Context Providers

Context Providers In 1973, Doug McIlroy added pipes to Unix. The idea was small. Each program reads stdin, writes stdout, and the shell composes them. The shell didn't know what grep or awk did. It ju...

  • Keywords: agent shell, underlying tools, agent context, shell tool, shell composes, runs context, shell, agent tools, agent contextprovider, context providers
  • Source: ashpreetbedi.com

Context window | AI Coding Dictionary

Section 2 — Sessions, Context Windows & Turns Context window Matt Pocock Everything the model sees on each model provider request. Finite, model-specific, and the only surface through which the model...

  • Keywords: context windows, context window, memory context, sessions context, prompt context, monorepo prompt, sessions memory, context, window, task touches
  • Source: aihero.dev

Context window | AI Coding Dictionary

Section 2 — Sessions, Context Windows & Turns Context window Everything the model sees on each model provider request. Finite, modelspecific, and the only surface through which the model perceives any...

  • Keywords: context windows, context window, memory context, sessions context, window model, prompt context, monorepo prompt, sessions memory, task touches, context
  • Source: aihero.dev

Credit Cards Are Vulnerable to Brute Force Kind Attacks

Credit Cards Are Vulnerable To Brute Force Kind Attacks last updated 2026-06-26 22:22:21 by met These days, storing and showing what's visible on UI's and receipts are highly standardized and regulate...

  • Keywords: card stolen, card compromised, cards vulnerable, credit cards, card data, cards credit, credit card, sensitive banking, card ecommerce, card bank
  • Source: metin.nextc.org

Daily Reading List – May 1, 2026 (#775)

Happy May! I’m expecting another exciting month of tech updates and real-world stories of people learning the best ways to do modern work. Buckle up. [blog] Databases Were Not Designed For This. Predi...

  • Keywords: servers ai, ai agents, product manager, mcp lessons, building mcp, mcp servers, adopting ai, ai tools, servers mcp, ai investments
  • Source: seroter.com

Developing a cross-process reader/writer lock with limited readers, part 4: Abandonment

We’ve been building a cross-process reader/writer lock with a cap on the number of readers, we concluded our investigation last time by noting that there is a serious problem that needs to be fixed. T...

  • Keywords: lock semaphores, lock mutexes, token mutexes, ownership mutex, semaphore tokens, claim mutexes, mutexes exclusive, mutex shared, mutexes idea, token mutex
  • Source: devblogs.microsoft.com

Don't sleep on this Asus 27-inch 380Hz gaming monitor as it hits $199 for a limited time

If you need a high-performance gaming monitor on the cheap, then this one from Asus is going to be right up your alley. It features a 380Hz refresh rate, 0.03ms response time, along with a host of oth...

  • Keywords: asus xg279cns, monitor cheap, xg279cns monitor, gaming monitor, cheap asus, 1080p monitor, monitor want, monitor specifications, monitor, xg279cns
  • Source: xda-developers.com

Enhancing Hardware Support: Linux Mint’s New HWE ISOs Overview

Linux Mint has responded to user concerns regarding compatibility with newer hardware by introducing a new set of ISO images called HWE (Hardware Enablement). These HWE ISOs are designed to tackle iss...

  • Keywords: hwe isos, hwe iso, hwe hardware, linux mint, new linux, kernel version, latest kernel, official linux, hwe release, standard linux
  • Source: serverhost.com

Environment | AI Coding Dictionary

Section 3 — Tools & Environment Environment The world the agent acts on — anything outside the harness that the agent perceives through tool results and changes through tool calls. The harness runs th...

  • Keywords: environment psql, agent environment, agent environm, environment harness, using environment, environment agent, tools environment, agent staging, environment database, environment runtime
  • Source: aihero.dev

Environment | AI Coding Dictionary

Section 3 — Tools & Environment Environment The world the agent acts on — anything outside the harness that the agent perceives through tool results and changes through tool calls. The harness runs th...

  • Keywords: environment psql, agent staging, environment harness, environment database, agent environment, staging harness, tools environment, read staging, psql tool, using environment
  • Source: aihero.dev

‘Exclusion compounds’: Women in tech push to shape AI before it’s too late

Women have long been left out of the datasets and decisions shaping everything from car safety to medical diagnoses. Industry leaders warn a rushed approach to artificial intelligence risks repeating...

  • Keywords: ai gender, women ai, ai risks, gender bias, women tech, gender gap, biases women, ai fear, building ai, ai
  • Source: geekwire.com

Forget monthly fees – here are the best productivity apps with an affordable lifetime license that I actually use

We have reached a point where every utility, from a simple calculator to a complex project manager, demands a monthly plan to unlock its full potential. As a technology writer, I’m constantly testing...

  • Keywords: platform notes, handles evernote, tools upnote, evernote, notes app, upnote elegant, upnote, like upnote, upnote finally, evernote anxiety
  • Source: xda-developers.com

Get the Hermes starter kit (PM-built)

Get the Hermes starter kit (PM-built) Hermes writes its own skills. Inside: 20-min setup, 3 PM workflows, full SKILL files, and the 30-day rollout I followed. Look at that blue line. Hermes, from Nous...

  • Keywords: hermes skills, pms migration, hermes runs, hermes writes, week hermes, hermes starter, workflows skill, built hermes, hermes matters, skills load
  • Source: news.aakashg.com

Ghost: A Database for Our Times?

I Ghost is an “agent-first” Postgres database platform that lets developers and AI agents create, fork, inspect, query, manipulate and delete entire databases with ease. It’s also completely free to u...

  • Keywords: ghost databases, ghost database, ghost_sql tool, ghost sql, ghost_sql, use ghost, using ghost, tool ghost_sql, ghost schema, ghost_create tool
  • Source: towardsdatascience.com

GhostBox – disposable little machines from the Global Free Tier.

Temporary machines for work. Ghost a small machine that won’t haunt you. Borrow a disposable little machine from the Global Free Tier. SSH in. Run the thing. Do the work. Let it disappear. First time?...

  • Keywords: temporary machines, machines github, internet ghostbox, ssh, ghost machine, machine shell, work ghost, ssh run, run agents, secrets ghostbox
  • Source: ghost.charity

👁️ Google Gemini rolls out to cars

Good Morning! Google is officially putting Gemini behind the wheel, replacing the clunky old Google Assistant in millions of vehicles with a much smarter, conversational AI. Plus, I’ll show you how to...

  • Keywords: google assistant, google gemini, cars google, vehicles google, assistant gemini, gm google, conversational car, google plans, commands gemini, coding google
  • Source: simplifyingcomplexity.tech

GPT-5.5 Matches Heavily Hyped Mythos Preview In New Cybersecurity Tests

An anonymous reader quotes a report from Ars Technica: Last month, Anthropic made a big deal about the supposedly outsize cybersecurity threat represented by its Mythos Preview model, leading the comp...

  • Keywords: evaluations mythos, openai gpt, achieved mythos, ai security, hyped mythos, capabilities cybersecurity, 10 mythos, mythos preview, aisi run, aisi difficult
  • Source: it.slashdot.org

Grok 4.3

Docs REST API gRPC Pricing Search ⌘ K Toggle theme

  • Keywords: grpc pricing, pricing search, search toggle, toggle theme, api grpc, pricing, rest api, grpc, toggle, docs rest
  • Source: docs.x.ai

Hackers Are Actively Exploiting a Bug In cPanel, Used By Millions of Websites

Hackers are actively exploiting a critical cPanel and WHM vulnerability, tracked as CVE-2026-41940, that allows remote attackers to bypass the login screen and gain full administrative access to affec...

  • Keywords: whm vulnerability, bug cpanel, hackers abusing, malicious hacker, cpanel whm, reports cpanel, abusing vulnerability, hackers compromise, cpanel, hackers actively
  • Source: it.slashdot.org

Hardware support is still one of Linux's biggest problems, and it may never change

I love Linux. I know many of our readers do, too, and there are good reasons for it. Between the generally snappier experience, fewer intrusive "features", easy setup, and extensive customization opti...

  • Keywords: linux mint, linux issues, linux better, hardware linux, linux distros, love linux, linux ahead, support linux, linux hardware, switching linux
  • Source: xda-developers.com

Harness | AI Coding Dictionary

Section 1 — The Model Harness Everything around the model that turns it into an agent: tools, system prompt, contextwindow management, permissions, hooks. Claude.ai and Claude Code run on the same mod...

  • Keywords: model claude, agent tools, model harness, harness model, run model, permission layer, harnesses claude, usage model, files claude, model isn
  • Source: aihero.dev

Harness | AI Coding Dictionary

Section 1 — The Model Harness Matt Pocock Everything around the model that turns it into an agent: tools, system prompt, context-window management, permissions, hooks. Claude.ai and Claude Code run on...

  • Keywords: model claude, agent tools, harnesses claude, agent, files claude, ai claude, model harness, claude code, run model, claude ai
  • Source: aihero.dev

Hermes Agent.

Hermes Agent. Here's what you need to know about the hottest new tool in AI - plus, this week's AI news. Hermes just crossed 100K GitHub stars in seven weeks. Faster than LangChain, faster than AutoGP...

  • Keywords: viktor workflows, chatbot tax, chatgpt tasks, ai agent, ai companies, hermes agent, agent developers, chatgpt slack, tool ai, ai plus
  • Source: aibyaakash.com

Hermes Agent Memory System: How Persistent AI Memory Actually Works

-5517fd7b58a6---4 crawled_date: 2026-05-01T20:52:17.253536+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 01 May 2026 20:30:34 GMT

Hermes Agent Memory System: How Persisten...

  • Keywords: agent memory, memory agent, ai memory, agents forget, remembering agent, agents persistent, persistent ai, agent remembers, memory forgets, treats memory
  • Source: levelup.gitconnected.com

How GitBook serves 30,000 sites with sub-second content updates

4 min read Link to headingGitBook on Vercel 30,000 documentation sites hosted on a single Vercel deployment 120 million monthly page views served from the edge 40,000 cache invalidations processed dai...

  • Keywords: gitbook reliable, gitbook intelligent, gitbook processes, describes gitbook, gitbook publishing, gitbook uses, sites gitbook, gitbook, documentation surged, 000 documentation
  • Source: vercel.com

How to Get Hired in the AI Era

If you’re applying for junior roles right now, you’ve probably noticed something weird: the listings still exist, but the doors just feel heavier to push. Applications go into a void and you see frien...

  • Keywords: invisible hiring, junior roles, lot hiring, known hiring, hiring, job market, applying junior, applying jobs, junior application, getting hired
  • Source: towardsdatascience.com

How to Kill Manual Slide Creation with Entire

How to Kill Manual Slide Creation with Entire Signing up to speak at conferences is fun until the conference date starts approaching and you realize you still have to write and practice your talk. For...

  • Keywords: build slides, making slides, slides process, powerpoint presentations, slide generation, presentations, slides skill, automating slide, frontend slides, slide creation
  • Source: entire.io

How we accelerated transpilation by compiling SQLGlot with mypyc | Blog | Fivetran

One of the key promises of the modern data lake is the ability of open table formats to support any query engine. Advanced, multi-engine transformation means that teams responsible for modeling data a...

  • Keywords: adapting sqlglot, based sqlglotrs, speedups sqlglot, sqlglot meant, sqlglot plenty, sqlglot pure, sqlglot dialect, sqlglot, sped sqlglot, sqlglot generator
  • Source: fivetran.com

Human-in-the-loop | AI Coding Dictionary

Section 7 — Patterns of Work Human-in-the-loop A working pattern where one or more humans pair with the agent during a session — reviewing, redirecting, or collaborating in real time. The human is pre...

  • Keywords: overnight schema, schema, human loop, backfill, schema migration, column backfill, agent session, run afk, backfill share, agent
  • Source: aihero.dev

Human-in-the-loop | AI Coding Dictionary

Section 7 — Patterns of Work Human-in-the-loop Matt Pocock A working pattern where one or more humans pair with the agent during a session — reviewing, redirecting, or collaborating in real time. The...

  • Keywords: human loop, overnight schema, agent session, backfill, agent, column backfill, work human, individual actions, schema, pattern humans
  • Source: aihero.dev

I built a second brain with Claude and NotebookLM, and they finally work together

Building a second brain has always been the ultimate productivity promise, but for many of us, it felt more like a chore than a superpower. There is no shortage of PKM tools that can store information...

  • Keywords: brainstorming session, intelligence notebook, creating notebook, folder notebooklm, brainstorming, collaborate, manual organization, notebooklm best, combining notebooklm, workflow tools
  • Source: xda-developers.com

I ditched OPNsense for UniFi, and the speed gain wasn't the real win

I've been using OPNsense for my firewall and router for a while, after hearing so many things about it from my colleagues. Being able to install it on a wide variety of hardware was a novel experience...

  • Keywords: managed network, build network, networking versatility, networking software, networking equipment, home network, use networking, network appliance, networking, network easier
  • Source: xda-developers.com

I finally ditched Letterboxd for this self-hosted movie tracker and I am never looking back

For way too many years I've used the likes of Trakt and Letterboxd for tracking everything from movies I've watched to rating them, keeping a watchlist and all too often searching through them to find...

  • Keywords: tracking movies, hosted tracker, media tracking, tracked yamtrack, online tracking, tracking rewatches, keeping media, media server, media services, rewatching media
  • Source: xda-developers.com

I replaced ChatGPT and Claude with this powerful local LLM and saved over $20 a month while gaining full control

As a home labber, I’ve always been an advocate for running services on my local hardware instead of relying on cloud platforms. And my stance on FOSS tools hasn’t changed even after I started running...

  • Keywords: pricey cloud, cloud models, cloud platforms, relying cloud, cloud counterparts, cloud based, cloud, local hardware, running qwen3, weak hardware
  • Source: xda-developers.com

I replaced Claude Pro with a local 9B model for a week, and finally found out what I was paying $20 a month for

I’ve been using Claude Pro long enough that I don’t even really give much thought to what I gained from the subscription. The five-hour reset on the free tier was getting old, so I upgraded, and that...

  • Keywords: claude workflow, real workflow, workflow just, use claude, qwen local, prototyping qwen, daily tool, away workflow, running qwen, using claude
  • Source: xda-developers.com

I replaced my smart home hub with a $120 mini PC, and my smart home finally feels responsive

Building a smart home that responds in less than a second is no joke. Take it from someone who wrestled with Amazon Echo and Apple HomePod to build a smart home that fires commands and automations aft...

  • Keywords: smart home, home devices, zigbee support, supported zigbee, zigbee devices, zigbee usb, lacks zigbee, zigbee based, zigbee protocol, devices smart
  • Source: xda-developers.com

I switched from pfSense to OPNsense, and I'm happy with the upgrade

Just like every other subset in the home lab ecosystem, the router/firewall faction is mostly split between pfSense and OPNsense, and rightfully so. The former is known for its solid stability, while...

  • Keywords: opnsense pfsense, pfsense opnsense, compared pfsense, pfsense better, pfsense consider, criticism pfsense, pfsense networking, firewall opnsense, pfsense, platform pfsense
  • Source: xda-developers.com

I turned my Boox e-ink tablet into a photo frame, and it's the most unique smart device I own

There are plenty of uses for an E Ink or ePaper tablet. Sure, some models are fairly locked down, but when you look at something like the Boox Go 10.3 I reviewed a few weeks ago, that has the full pow...

  • Keywords: monitor ink, ink screen, best display, oled screen, design tablet, ink tablet, displays, tablet photo, tablet looks, monitor
  • Source: xda-developers.com

iNaturalist Sightings

1st May 2026 I wanted to see my iNaturalist observations - across two separate accounts - grouped by when they occurred. I'm camping this weekend so I built this entirely on my phone using Claude Code...

  • Keywords: fetching clumping, inaturalist clumps, clumps json, inaturalist clumper, cli fetching, inaturalist observations, scraping repository, inat sightings, clumps git, clumping observations
  • Source: simonwillison.net

Input tokens | AI Coding Dictionary

Section 1 — The Model Input tokens Tokens the harness sends on each model provider request. Billed at a lower rate than output tokens. Matt Pocock Tokens the harness sends on each model provider reque...

  • Keywords: tokens harness, tokens usage, harness sends, tokens, tokens tokens, input tokens, output tokens, request billed, tokens turn, billed
  • Source: aihero.dev

Input tokens | AI Coding Dictionary

Section 1 — The Model Input tokens Matt Pocock Tokens the harness sends on each model provider request. Billed at a lower rate than output tokens. Usage: "Bill's high but the agent's barely writing an...

  • Keywords: tokens harness, tokens usage, tokens, input tokens, request billed, tokens turn, harness sends, output tokens, billed, pocock tokens
  • Source: aihero.dev

Intel's upcoming Nova Lake CPUs are about to go where no Intel chip has gone before

I'm not one to glaze Intel CPUs when they have been mired in controversy and subpar generational improvements for the last two years. Many Raptor Lake CPU owners suffered lasting damage to their chips...

  • Keywords: lake cpus, lake cpu, intel nova, future intel, intel cpus, intel upcoming, intel cpu, generation intel, lasting intel, amd intel
  • Source: xda-developers.com

Intelligence is Compression, Not Memorization

-5517fd7b58a6---4 crawled_date: 2026-05-01T20:52:17.253536+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 01 May 2026 20:30:04 GMT

Intelligence is Compression, Not Memoriza...

  • Keywords: compression brute, force memorization, instead brute, like brute, compression memorizing, living brute, brute built, supersedes brute, brute force, technique brute
  • Source: levelup.gitconnected.com

Introducing Dynamic Workflows: durable execution that follows the tenant

When we first launched Workers eight years ago, it was a direct-to-developers platform. Over the years, we have expanded and scaled the ecosystem so that platforms could not only build on Workers dire...

  • Keywords: platform worker, developers dynamic, developers platform, dynamicworkflow tenant, building agents, dynamic workers, applications workers, coworker platform, workers applications, build workers
  • Source: blog.cloudflare.com

Legal workflows demand precision and auditability. While general-purpose AI tools can assist with document review, they aren’t designed to follow the structured processes legal teams rely on to evalua...

  • Keywords: legal workflows, word agent, legal agent, agent microsoft, legal documents, changes agent, document maintain, workflows word, agent review, word document
  • Source: techcommunity.microsoft.com

It’s Toasted

In 1917, American Tobacco launched an ad campaign for its cigarette brand Lucky Strike, with the slogan It’s Toasted. The campaign was designed to address the growing public awareness that cigarettes...

  • Keywords: cigarettes social, awareness cigarettes, campaign cigarette, business tobacco, tobacco launched, perception cigarettes, tobacco cigarette, cigarette brand, american tobacco, tobacco pr
  • Source: yadin.com

JobRunr Introduces ClawRunr, an Open-Source Java AI Agent

JobRunr has introduced an open-source Java AI agent, ClawRunr, that runs on users' own hardware and is designed to execute scheduled, recurring, and one-off background tasks. Formerly known as JavaCla...

  • Keywords: agent clawrunr, agents jobrunr, clawrunr project, known javaclaw, running agent, persistence scheduling, javaclaw, scheduling monitoring, javaclaw java, agent core
  • Source: infoq.com

Knowledge cutoff | AI Coding Dictionary

Section 4 — Failure Modes Knowledge cutoff Matt Pocock The date past which a model has no parametric knowledge. Libraries, APIs, and events from after the cutoff are fabrication traps unless their doc...

  • Keywords: knowledge cutoff, failure modes, model release, modes knowledge, v3 sdk, knowledge model, parametric knowledge, contextual knowledge, cutoff usage, knowledge
  • Source: aihero.dev

Knowledge cutoff | AI Coding Dictionary

Section 4 — Failure Modes Knowledge cutoff The date past which a model has no parametric knowledge. Libraries, APIs, and events from after the cutoff are fabrication traps unless their docs are loaded...

  • Keywords: knowledge cutoff, v3 sdk, model release, v5 changelog, modes knowledge, cutoff date, parametric knowledge, failure modes, contextual knowl, sdk syntax
  • Source: aihero.dev

Lean Publishing Tip of the Day: Last Chance to Reserve A Seat for our Full Day Workshop: Book Workshop + GhostAI Workshop

Lean Publishing Tip of the Day: Last Chance to Reserve A Seat for our Full Day Workshop: Book Workshop + GhostAI Workshop Recently we launched Leanpub Events, where we're going to be hosting workshops...

  • Keywords: book workshop, day workshop, ghostai workshop, workshop book, workshop intensive, workshop, workshop recently, lean publishing, workshop workshop, workshops authors
  • Source: leanpub.com

Lenovo Knowledge Super Agent Enhances Enterprise Intelligence in the AI Era

Lenovo Knowledge Super Agent Enhances Enterprise Intelligence in the AI Era Authors: Cameron Moccari May 1, 2026 Enterprise data is abundant but often difficult to access, limiting productivity and sl...

  • Keywords: lenovo knowledge, knowledge super, knowledge tasks, enterprise intelligence, ai agents, retrieval agentic, spent knowledge, organizational knowledge, retrieval tasks, capabilities performance
  • Source: signal65.com

Lib0xc: A set of C standard library-adjacent APIs for safer systems programming

A set of C standard library-adjacent APIs for safer systems programming. While C cannot be made completely type- and bounds-safe at the language level, its prevailing uses can be made much safer than...

  • Keywords: safer lib0xc, lib0xc following, lib0xc assumes, lib0xc adopted, lib0xc library, build lib0xc, achieve lib0xc, lib0xc seeks, apis lib0xc, lib0xc apis
  • Source: github.com

Linux Mint is skipping new releases for 7 months, but its HWE ISOs will make sure your new hardware works

Summary

  • Linux Mint delays new releases until Dec 2026; feature freeze continues.

  • HWE ISOs add newer kernels (6.17) to Linux Mint 22.3 for fresh installs.

  • Existing installs receive kernel updates...

  • Keywords: 2026 linux, linux mint, announced linux, newer kernels, mint delays, newer kernel, mint version, mint dev, updates linux, new linux

  • Source: xda-developers.com

MacStories Weekly: Issue 511

Introducing Apple Frames 4: A Revamped Shortcut, Support for Frame Colors, Proportional Scaling, and the Apple Frames CLI for Developers

  • Keywords: apple frames, frames cli, frame colors, frames, scaling apple, frame, introducing apple, frames revamped, support frame, shortcut support
  • Source: macstories.net

Meta Deploys Unified AI Agents to Automate Performance Optimization at Hyperscale

Meta has unveiled a new AI-driven capacity efficiency platform that uses unified AI agents to automatically detect and resolve performance issues across its global infrastructure, marking a significan...

  • Keywords: ai infrastructure, ai hypercomputers, ai workloads, ai tool, ai optimized, optimize infrastructure, optimizing infrastructure, ai agents, insights ai, enabling ai
  • Source: infoq.com

Microsoft Agent 365, the control plane for agents, now generally available

Microsoft Agent 365 Now generally available for commercial customers. Choose an ecosystem partner for agent security and governance AI agents aren’t coming—they’re already in your environment. They sh...

  • Keywords: agent 365, agents microsoft, microsoft agent, cloud agents, agents runtime, agent security, protect agents, secure agents, 365 agent, 365 agents
  • Source: microsoft.com

Microsoft and Amazon join Pentagon’s push to build AI-first military with classified network deals

Microsoft and Amazon joined other leading artificial intelligence companies in signing deals to deploy their technology in classified Pentagon networks, the Defense Department announced Friday, accele...

  • Keywords: ai fighting, building ai, ai classified, security pentagon, department pentagon, official ai, ai, national security, ai benefit, ai labs
  • Source: geekwire.com

Microsoft's Xbox Mode Is Now Available For All Windows 11 PCs

Microsoft is rolling out Xbox mode to all Windows 11 PCs, bringing a full-screen Xbox PC app interface similar to Steam's Big Picture Mode. "Some players in select markets will be able to download the...

  • Keywords: xbox mode, screen xbox, microsofts xbox, microsoft xbox, improvements xbox, introducing xbox, technology xbox, consoles windows, experience windows, rolling xbox
  • Source: games.slashdot.org

Model | AI Coding Dictionary

Section 1 — The Model Model The parameters. Stateless — does nexttoken prediction and nothing else. "Claude Opus 4.7" and "GPT5" are models. On its own a model can't do anything agentic; it has to be...

  • Keywords: opus planning, opus gpt5, model agentic, opus gpt, gpt5 models, model sonnet, gpt models, sonnet opus, nexttoken prediction, agentic harnessed
  • Source: aihero.dev

Model | AI Coding Dictionary

Section 1 — The Model Model Matt Pocock The parameters. Stateless — does next-token prediction and nothing else. "Claude Opus 4.7" and "GPT-5" are models. On its own a model can't do anything agentic;...

  • Keywords: opus planning, opus gpt, model agentic, gpt models, model sonnet, sonnet opus, opus, models, model model, models model
  • Source: aihero.dev

Model provider | AI Coding Dictionary

Section 1 — The Model Model provider Whatever serves a model for inference. Usually a remote service (Anthropic, OpenAI, Google), but can also be local — Ollama, LM Studio, llama.cpp running on your o...

  • Keywords: model provider, run model, llama cpp, offline air, provider local, cpp running, gapped client, run offline, offline, local ollama
  • Source: aihero.dev

Model provider | AI Coding Dictionary

Section 1 — The Model Model provider Matt Pocock Whatever serves a model for inference. Usually a remote service (Anthropic, OpenAI, Google), but can also be local — Ollama, LM Studio, llama.cpp runni...

  • Keywords: model provider, run model, llama cpp, cpp running, model asks, model, model model, cpp, provider local, model inference
  • Source: aihero.dev

Model provider request | AI Coding Dictionary

Section 1 — The Model Model provider request Matt Pocock One round-trip from the harness to the model provider. The harness sends the current context; the provider returns one response (a tool call or...

  • Keywords: model provider, harness model, model model, model, spawns model, spawn model, tool calls, requests agent, request usage, provider harness
  • Source: aihero.dev

Model provider request | AI Coding Dictionary

Section 1 — The Model Model provider request One roundtrip from the harness to the model provider. The harness sends the current context; the provider returns one response (a tool call or a final answ...

  • Keywords: harness model, tool calls, model provider, harness sends, request usage, requests agent, provider harness, spawns model, requests, spawn model
  • Source: aihero.dev

Model Risk Governance Is Not the Same as Risk Intelligence

Industry Outcomes: Banks have invested enormously in model governance frameworks. What many haven't solved is giving risk leaders fast, fluid access to what those models are actually telling them. by...

  • Keywords: risk reports, risk governance, risk infrastructure, risk management, managing risk, risk models, institutions risk, report risk, frameworks stress, risk environment
  • Source: databricks.com

Musk Concludes Testimony At OpenAI Trial

An anonymous reader quotes a report from CNBC: Elon Musk wrapped up his testimony on Thursday as the trial in his lawsuit against OpenAI CEO Sam Altman continued into its fourth day. OpenAI's attorney...

  • Keywords: openai ceo, lawsuit openai, musk openai, openai attorney, openai company, openai musk, sued openai, openai trial, openai technology, openai involvement
  • Source: yro.slashdot.org

My old Google Pixel has replaced half of my smart home products without costing me a penny

Smart home displays like the Echo Show or Google Nest Hub are notorious for being underpowered, laggy, and filled with ads. Without even realizing it, you've got a better alternative: sitting in a jun...

  • Keywords: pixel smart, smart display, smart home, home displays, google pixel, home device, pixel use, devices home, pixel whilst, pixel hdr
  • Source: xda-developers.com

Newsletter 24

You’re reading the 24th marimo newsletter. marimo team at PyCon. The marimo team will have a large contingent at PyCon US from May 15-17. Come hang out with us! We’ll set up a #pycon-us-2026 channel o...

  • Keywords: ai workflows, marimo ai, marimo notebook, marimo notebooks, marimo collaborative, interactive marimo, marimo ml, marimo team, tools marimo, marimo newsletter
  • Source: marimo.io

Next-token prediction | AI Coding Dictionary

Section 1 — The Model Next-token prediction What the model actually does. Given a context, it samples one next token, appends it, and runs again. Every output — a sentence, a tool call, a thousandline...

  • Keywords: model token, token prediction, parses, doesn token, token appends, token time, token, parses output, built token, operation usage
  • Source: aihero.dev

Next-token prediction | AI Coding Dictionary

Section 1 — The Model Next-token prediction Matt Pocock What the model actually does. Given a context, it samples one next token, appends it, and runs again. Every output — a sentence, a tool call, a...

  • Keywords: token prediction, model token, parses, token, doesn token, token time, token appends, parses output, built token, samples token
  • Source: aihero.dev

Non-determinism | AI Coding Dictionary

Section 1 — The Model Non-determinism The same input can produce different output. Run a model twice with identical context and you may get two different answers — sometimes a word, sometimes a comple...

  • Keywords: deterministic, determinism input, determinism, deterministic going, non deterministic, non determinism, model twice, rolls dice, models generate, dice
  • Source: aihero.dev

Non-determinism | AI Coding Dictionary

Section 1 — The Model Non-determinism The same input can produce different output. Run a model twice with identical context and you may get two different answers — sometimes a word, sometimes a comple...

  • Keywords: deterministic, determinism input, non deterministic, deterministic going, determinism, model output, models generate, model twice, non determinism, different output
  • Source: aihero.dev

Nvidia, Intel, and AMD all have "secret" performance settings, but learning three different interfaces is exhausting

GPUs today are absurdly powerful, and there's no denying it. Even mid-range cards can brute-force their way through games that would've melted high-end hardware just a few years ago. And yet, despite...

  • Keywords: switch gpus, gpu better, gpus nvidia, nvidia gpus, gpu performance, gpus today, gpus, expectations gpu, swapping gpus, hardest gpu
  • Source: xda-developers.com

Nvidia's DLSS still has the edge over AMD's FSR, and it might never change

When GPU makers first introduced real-time upscaling in games, it felt like a compromise. You were gaining a few frames, sure, but also accepting the blurriness. Even the early iterations of DLSS are...

  • Keywords: dlss upscaling, performance dlss, resolution dlss, upscalers dlss, improving dlss, dlss nvidia, benefiting dlss, upscaling games, dlss scales, nvidia dlss
  • Source: xda-developers.com

Offline command line translation with TranslateGemma + Ollama

Offline command line translation with TranslateGemma + Ollama I wrote a simple script that translates text at the command line, completely offline. Here’s an example of how it works on my computer: ec...

  • Keywords: script translates, tools translategemma, automatic translation, translates text, translation ollama, return translate, detect_language source, detect_language, translategemma ollama, source_language
  • Source: evanhahn.com

★ On the Future of Apple’s Vision Platform

By John Gruber OpenAI, Anthropic, Cursor, and Perplexity chose WorkOS over building it themselves. Juli Clover, writing at MacRumors under the rather incendiary headline “Apple Has Given Up on the Vis...

  • Keywords: apple vision, vision pro, vision hardware, pro vision, vision product, apple hardware, vision platform, working visionos, priced vision, visionos software
  • Source: daringfireball.net

OpenWarp

01 01 · 大卡 BYOP 自定义提供商 内置 OpenAI 兼容客户端,Base URL / API Key / Model 自由组合。 DeepSeek推理 ~/.config/openwarp.tomlbase_url https://api.deepseek.com/v1 api_key sk-••••••••••••••••••••• model deepseek-r1 connec...

  • Keywords: openai 兼容客户端, api deepseek, openwarp tomlbase_url, deepseek推理 config, openai chat, config openwarp, openai, url api, 自由组合 deepseek推理, 任何 openai
  • Source: openwarp.zerx.dev

Our agent found a bug with WireGuard in Google Kubernetes Engine

The Scent Last week, our users started seeing errors that didn't make sense. Sometimes opening a project would fail. Sometimes cloning code from GitHub would time out. We were even seeing the dreaded...

  • Keywords: agents debugging, sandboxes continuously, fail mysteriously, debugging entirely, crash dumps, approaches debugging, facing failures, debugging felt, like debugging, debugging complex
  • Source: lovable.dev

Output tokens | AI Coding Dictionary

Section 1 — The Model Output tokens Matt Pocock Tokens the model generates back. Billed at a higher rate than input tokens, since they cost more compute to produce. Usage: "The refactor session is bur...

  • Keywords: tokens model, output tokens, tokens cost, generates billed, tokens, input tokens, credit inputs, model output, pocock tokens, billed
  • Source: aihero.dev

Output tokens | AI Coding Dictionary

Section 1 — The Model Output tokens Tokens the model generates back. Billed at a higher rate than input tokens, since they cost more compute to produce. Matt Pocock Tokens the model generates back. Bi...

  • Keywords: tokens model, output tokens, generates billed, tokens cost, tokens, input tokens, tokens tokens, model output, billed, credit inputs
  • Source: aihero.dev

Parametric knowledge | AI Coding Dictionary

Section 4 — Failure Modes Parametric knowledge Matt Pocock What the model "knows" from training, stored in its parameters. Frozen at training time — the model can't see its own parameters or update th...

  • Keywords: sdk react, parametric knowledge, sdk docs, sdk isn, sdk, internal sdk, examples sdk, contextual knowledge, knowledge, load sdk
  • Source: aihero.dev

Parametric knowledge | AI Coding Dictionary

Section 4 — Failure Modes Parametric knowledge What the model "knows" from training, stored in its parameters. Frozen at training time — the model can't see its own parameters or update them. Detail i...

  • Keywords: sdk react, parametric knowledge, contextual knowledge, knowledge, parameters frozen, model knows, knowledge model, knowledge usage, react invents, knowledge millions
  • Source: aihero.dev

Patching and forking in package managers

When a dependency has a known vulnerability and no maintainer to release a fix, you have to fix it yourself. Clone the source, apply the patch, get the patched version back into your dependency tree....

  • Keywords: patches dependencies, package patch, patching package, gnu patch, patch definitions, patch package, patcheddependencies patches, patches alternative, portage patches, patch_package
  • Source: nesbitt.io

Pentagon Reaches Agreements With Top AI Companies, But Not Anthropic

The Pentagon says it has reached deals with seven AI companies -- SpaceX, OpenAI, Google, Nvidia, Reflection AI, Microsoft, and AWS -- to deploy their tools on classified Defense Department networks....

  • Keywords: ai companies, ai startups, investor pentagon, companies spacex, pentagon reportedly, pentagon deemed, pentagon said, agreements ai, military pentagon, ai services
  • Source: yro.slashdot.org

People still crave the Windows Phone as its fan-made marketplace gets new features

Summary

  • Fans keep Windows Phone alive with 8Marketplace, an unofficial store and app patcher.

  • 8Marketplace patches old apps: TweetIt now works with Bluesky; Facebook links to Argim.

  • Despite its...

  • Keywords: windows phone, phone microsoft, microsoft mobile, apps windows, update windows, mobile oses, mobile os, phone apps, phone alive, updates os

  • Source: xda-developers.com

Podcast Rewind: App Gaps Filled, GameCubes Emulated, Quick Reads Released, Holidays Bridged, and Craig Hockenberry Interviewed

Enjoy the latest episodes from MacStories’ family of podcasts: AppStories This week, John and Federico cover Apple’s executive transition, follow up on OpenAI’s super app, share the apps they’re looki...

  • Keywords: apps, hardware apps, haven apps, apps npc, app macstories, android rocknix, appstories lineup, apps like, handhelds rocknix, great apps
  • Source: macstories.net

Postgres connections now work through Sandbox firewall

2 min read Vercel Sandbox can now connect to hosted Postgres databases, including Neon, Supabase, AWS RDS, Nile, and Prisma Postgres. To enable a connection, add the database host to your Sandbox's al...

  • Keywords: postgres tls, postgres connections, connection tls, tls connection, connection postgres, postgres providers, sandbox vercel, vercel sandbox, tls domain, tls allow
  • Source: vercel.com

PostHog's next chapter

PostHog's next chapter Contents Building PostHog has been living the dream. We got into YC. We pivoted a bunch. We found product-market fit, onboarded hundreds of thousands of customers, and revenue g...

  • Keywords: posthog ai, posthog future, decided openai, openai believed, thinking, agents posthog, altman openai, openai, rethink core, think posthog
  • Source: posthog.com

PowerToys finally has a launcher that's just as good as Wox or Flow

PowerToys is a collection of tools that Microsoft considers not suitable for mainstream users. I don’t agree with Microsoft’s purview, but I am glad that they really focused on integrating better tool...

  • Keywords: flow launchers, flow launcher, powertoys suite, microsoft powertoys, tools powertoys, command palette, launchers suite, powertoys run, launcher experience, workflow powertoys
  • Source: xda-developers.com

Premium TVs ship with bargain-bin networking speeds, and it's getting harder to ignore

Smart TVs have become ridiculously capable in some ways, yet oddly outdated in others. They can run polished streaming apps, upscale lower-resolution content, sync with smart home platforms, and proce...

  • Keywords: tv ethernet, tv networking, ethernet streaming, treat ethernet, smart tvs, tv 100mbps, faster ethernet, emphasize ethernet, wired ethernet, ethernet plenty
  • Source: xda-developers.com

Presentation: The Next Generation of AI Products

Transcript Hilary Mason: I have been wrestling with what to talk about. It really comes down to the moment of chaos we're in and thinking about the complexity and the nuance and how we talk about AI,...

  • Keywords: ai business, technologists leaders, tech ai, questions ai, making ai, explain ai, technologists, think technologists, ai marketing, technologists technology
  • Source: infoq.com

Progressive disclosure | AI Coding Dictionary

Section 6 — Memory and Steering Progressive disclosure Matt Pocock Loading only the context an agent needs right now, with pointers to the rest. Borrowed from UI design. Usage: "Should I dump the enti...

  • Keywords: guide agents, agent loads, context agent, agents md, agent needs, component agents, style guide, progressive disclosure, agent, agents
  • Source: aihero.dev

Progressive disclosure | AI Coding Dictionary

Section 6 — Memory and Steering Progressive disclosure Loading only the context an agent needs right now, with pointers to the rest. Borrowed from UI design. Matt Pocock Loading only the context an ag...

  • Keywords: context agent, agent loads, disclosure loading, loading context, guide agents, component agents, agent needs, agents md, style guide, progressive disclosure
  • Source: aihero.dev

Recommendations for secure foundations in the frontier AI era

Cybersecurity is at a turning point. Advanced AI models are dramatically accelerating vulnerability discovery and creating conditions ripe for exploitation, underscored by the announcement of Claude M...

  • Keywords: ai security, securing ai, strengthen cybersecurity, cybersecurity strong, cybersecurity turning, solve cybersecurity, limited cybersecurity, safeguards capabilities, cybersecurity reinforce, established cybersecurity
  • Source: blogs.microsoft.com

Roundup #81: Back to our regular programming

Roundup #81: Back to our regular programming National debt; AI cyberattacks; Phone bans; AI and coding jobs; Millennials vs. Boomers; Public order; California YIMBYism Hi, folks! My father unfortunate...

  • Keywords: national debt, public debt, federal debt, gdp debt, curbing debt, debt gdp, debt ai, debt bomb, official deficit, debt
  • Source: noahpinion.blog

SBC Clusters are a terrible value, but they're fun anyway

SBC Clusters are a terrible value, but they're fun anyway Pictured above is the new DeskPi Super4C installed in an 8U mini rack. The Super4C is a 4-node Raspberry Pi CM5 cluster board that solves two...

  • Keywords: super4c cluster, hpc cluster, sbc clusters, sbc cluster, reviewing super4c, rack super4c, super4c sbc, super4c 16gb, super4c compared, super4c deskpi
  • Source: jeffgeerling.com

Scaling Navigation in Jetpack Compose: From Simple Apps to Real-World Architecture

-5517fd7b58a6---4 crawled_date: 2026-05-01T20:52:17.253536+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 01 May 2026 20:30:18 GMT

Scaling Navigation in Jetpack Compose: Fr...

  • Keywords: grows navigation, navigation jetpack, scaling navigation, structuring navigation, realizing navigation, structured navigation, navigation structure, structure navigation, large navigate, navigation needs
  • Source: levelup.gitconnected.com

Senators take another swing at bill to codify federal AI resource

Senators take another swing at bill to codify federal AI resource A bipartisan congressional push to codify a National Science Foundation-based artificial intelligence research enabler continued this...

  • Keywords: federal ai, senate ai, ai innovation, create ai, ai act, national ai, ai policy, ai researchers, ai caucus, ensure ai
  • Source: fedscoop.com

Server-Side Apply and managedFields: the Kubernetes feature that ends controller fights

Server-Side Apply and managedFields: the Kubernetes feature that ends controller fights How the API server tracks per-field ownership, why your operator and ArgoCD stopped overwriting each other, and...

  • Keywords: managedfields kubernetes, kubernetes metadata, ssa kubernetes, applied kubernetes, kubernetes feature, kubectl operation, kubernetes users, kubernetes, using kubernetes, manager kubectl
  • Source: podostack.com

Show HN: AI CAD Harness

Your AI copilot for Autodesk Fusion 360. Drives your CAD natively with agents. Drops the add-in into Fusion's standard AddIns folder. After install, quit Fusion, reopen, then in Fusion press Shift+S →...

  • Keywords: autodesk fusion, palette auto, support autodesk, autodesk autodesk, autodesk, startup fusion, run palette, appdata autodesk, copilot autodesk, add fusion
  • Source: fusion.adam.new

Show HN: Destiny – Claude Code's fortune Teller skill

A real fortune-telling skill for Claude Code. Not a horoscope generator. The numbers are computed; only the interpretation is generative. /plugin marketplace add xodn348/destiny /plugin install destin...

  • Keywords: code horoscope, profile destiny, fortune destiny, destiny profile, destiny life, fortune life, destiny born, code destiny, destiny real, destiny reading
  • Source: github.com

Show HN: Loopsy, a way for terminals and AI agents on different machines to talk

Your terminal, in your pocket. Control Claude Code, Cursor, Codex, or any shell on your laptop from your phone. Self-hosted on Cloudflare Workers.

1. Install on your laptop (any OS)

npm install -g l...

  • Keywords: relay cloudflare, cloudflare worker, cloudflare workers, hosted cloudflare, loopsy relay, small cloudflare, cloudflare, laptop relay, relay daemons, relay loopsy
  • Source: github.com

Show HN: My Private GitHub on Postgres

GitGres is a starting point for private reimplementations of GitHub optimizied for individual teams' agent needs. GitHub is a fantastic site for sharing code and it is likely how you're viewing this i...

  • Keywords: github servers, github cloud, throughput github, currently gitgres, cost github, gitgres server, github offers, gitgres flexibility, github, gitgres
  • Source: github.com

Show HN: Site Mogging

Site Mogging Two websites enter. One gets MOGGED. Most recent mog 7s agounity.com8.0/10 MOGGED unrealengine.com4.9/10 👑 unity.com mogged unrealengine.com See verdict →Two websites enter. One gets MOGG...

  • Keywords: com mogged, site mogging, mogging websites, mogged unrealengine, mogged unity, mogged recent, websites enter, recent mog, mogged, unrealengine com
  • Source: sitemogging.com

Show HN: WhatCable, a tiny menu bar app for inspecting USB-C cables

What can this USB-C cable actually do? A small macOS menu bar app that tells you, in plain English, what each USB-C cable plugged into your Mac can actually do, and why your Mac might be charging slow...

  • Keywords: charging speed, mac charging, charging slow, charging slowly, slow usb, usb4 cable, usb charge, charging 30w, charging diagnostic, cable charger
  • Source: github.com

Show HN: Winpodx – run Windows apps on Linux as native windows

Native Linux windows for every Windows app — real icons, real WM_CLASS , pin-to-taskbar. FreeRDP RemoteApp + dockur/windows. Zero config.

Latest stable release (default)

curl -fsSL https://raw.githu...

  • Keywords: terminal winpodx, rdp winpodx, session winpodx, winpodx gui, config winpodx, launch winpodx, winpodx app, runs winpodx, app winpodx, winpodx cli
  • Source: github.com

SmartSearch: Reward the Query, Fix the Retrieval, Upgrade the Agent

-5517fd7b58a6---4 crawled_date: 2026-05-01T20:52:17.253536+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 01 May 2026 20:30:12 GMT

Member-only story SmartSearch: Reward the...

  • Keywords: story smartsearch, smartsearch reward, search agents, smartsearch, based search, intermediate searches, searches, search, searches fix, retrieval upgrade
  • Source: levelup.gitconnected.com

SpaceX rocket set for unintentional Moon landing – well, a piece of it anyway

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  • Keywords: eɔ z_, 1_w, z_ 9y, 8hc z1, uw_8 eq, xbzyzx nκ, ɇ9 w8, c3 eʎ, ғ_ c3, 7rq ly
  • Source: theregister.com

Stop Writing Boilerplate — Here’s What AI-Assisted Coding Actually Looks Like in Production

-5517fd7b58a6---4 crawled_date: 2026-05-01T20:52:17.253536+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 01 May 2026 20:29:50 GMT

Stop Writing Boilerplate — Here’s What AI...

  • Keywords: ai make, ai tools, wrote ai, processing ai, drop ai, ai generated, boilerplate ai, ai, convinced ai, file ai
  • Source: levelup.gitconnected.com

Subagent | AI Coding Dictionary

Section 6 — Memory and Steering Subagent An agent spawned by another agent via a tool call. Runs in its own session with its own context window, and reports a single tool result back. Distinct from a...

  • Keywords: subagents tree, subagent search, spawn subagents, deep subagents, subagents exist, subagent agent, spawn subagent, context spawn, subagents, spawned agent
  • Source: aihero.dev

Subagent | AI Coding Dictionary

Section 6 — Memory and Steering Subagent Matt Pocock An agent spawned by another agent via a tool call. Runs in its own session with its own context window, and reports a single tool result back. Dist...

  • Keywords: subagent search, subagents tree, spawn subagents, spawn subagent, deep subagents, subagents exist, subagent, subagents, spawned agent, context spawn
  • Source: aihero.dev

Daily Summary

Total articles: 208

Overall

Jellyfin is one of those self-hosted apps that can look simple at first glance, especially if you only use it as a place to dump movies and TV shows. That’s how I used...

  • Keywords: blog gitbook, github stars, github, github fantastic, dev blog, blogs, io blog, github com, github th, ai blog

-5517fd7b58a6---4 crawled_date: 2026-05-01T20:52:17.253536+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 01 May 2026 20:29:42 GMT

System Design Series: Apache Flink from 1...

  • Keywords: flink apache, apache flink, flink stream, flink distributed, flink reports, flink program, flink achieves, streaming pipeline, flink jobs, flink core
  • Source: levelup.gitconnected.com

System prompt | AI Coding Dictionary

Section 2 — Sessions, Context Windows & Turns System prompt Matt Pocock The instructions the harness prepends to every model provider request — the agent's standing brief: who it is, how to behave, wh...

  • Keywords: different prompts, prompts, prompt different, prompt, behavior prompt, harnesses model, context windows, sessions context, usage harnesses, turns prompt
  • Source: aihero.dev

System prompt | AI Coding Dictionary

Section 2 — Sessions, Context Windows & Turns System prompt The instructions the harness prepends to every model provider request — the agent's standing brief: who it is, how to behave, which tools it...

  • Keywords: different prompts, prompts, prompt different, prompt instructions, prompt, behavior prompt, harnesses model, harness prepends, sessions context, usage harnesses
  • Source: aihero.dev

Teaching AI Agents to Trade Off Cost and Certainty

---2 crawled_date: 2026-05-01T15:51:22.394579+00:00 feed_url: https://nyudatascience.medium.com/feed published: Fri, 01 May 2026 15:23:15 GMT

Teaching AI Agents to Trade Off Cost and Certainty Mo...

  • Keywords: ai agents, aware exploration, agent understands, certainty ai, prompted agents, agents rarely, agent tasked, agent explicit, problem agents, require agents
  • Source: nyudatascience.medium.com

The 5 best real-time analytics platforms for developers, compared

The 5 best real-time analytics platforms for developers, compared Contents "How many people are on my site right now? What are they up to?" A real-time analytics platform lets you watch your product a...

  • Keywords: analytics realtime, analytics platform, analytics platforms, analytics real, realtime report, analytics tools, realtime, real time, live dashboards, latency analytics
  • Source: posthog.com

The Case Against an Imminent Software Developer Apocalypse

ZipNada shares a report from ZDNet: Given the dour headlines as of late concerning the diminishing amounts of entry-level software development jobs, coupled with predictions of applications entirely A...

  • Keywords: software developer, jobs developers, software developers, developer productivity, developer population, developers bessen, 2022 developer, developers grown, developers soon, million productivity
  • Source: developers.slashdot.org

The Federal Data Paradox: Rich in Data, Poor in Access

Industry Outcomes: Federal agencies have invested billions in data infrastructure. Most of that investment is still locked behind systems that frontline decision-makers cannot query without technical...

  • Keywords: data infrastructure, agency data, federal data, federal agencies, data teams, data requests, data governed, technical infrastructure, data environment, intelligence federal
  • Source: databricks.com

The Gay Jailbreak Technique

Version: 1.5 • Added Claude 4 Sonnet & Opus example • Added Gemini 2.5 Pro example Look out for further improvements 👌 This novel technique has been first discovered against ChatGPT (GPT 4o), it works...

  • Keywords: synthesize gay, involves lgbt, make gay, lgbt alignment, meth synthesize, meth synthesis, gay content, lgbt, lgbt need, ohhh lgbt
  • Source: github.com

The RL Fine-Tuning Playbook: CoreWeave's Kyle Corbitt on GRPO, Rubrics, Environments, Reward Hacking

Kyle Corbitt explains how reinforcement learning differs from supervised fine-tuning and why GRPO, LLM-as-judge rubrics, and environment design matter. The discussion covers reward hacking, LoRA adapt...

  • Keywords: explains reinforcement, reinforcement learning, reinforcement, learning differs, tuning grpo, learning, tuning tradeoffs, grpo llm, reward, reward hacking
  • Source: cognitiverevolution.ai

The Rotary Un-Smartphone

Rotary Un-Smartphone™ BETA Kit A cellphone. You know... for making CALLS. spacer The Rotary Un-Smartphone is a followup to this personal project. It's a production-ready ground-up design with all new...

  • Keywords: rotary smartphone, telephone smartphone, kit cellphone, kit phone, phones physical, soldering phone, smartphone beta, smartphone, cell phone, working phone
  • Source: skysedge.com

The Talk Show: ‘Food and Beverage Director’

MG Siegler returns to the show to discuss Apple’s announcement that Tim Cook is stepping aside (into the role of executive chairman) and John Ternus will become CEO. Sponsored by: Squarespace: Save 10...

  • Keywords: papermaster steve, mark papermaster, papermaster, papermaster damn, conference papermaster, steve jobs, tim cook, ceo, ceo sponsored, apple announcement
  • Source: daringfireball.net

The Week’s 10 Biggest Funding Rounds: Defense Tech Leads With Multiple Large Deals, Topped By $600M For Space Security Startup True Anomaly

Want to keep track of the largest startup funding deals in 2025 with our curated list of $100 million-plus venture deals to U.S.-based companies? Check out The Crunchbase Megadeals Board. This is a we...

  • Keywords: venture deals, startup funding, biggest funding, large venture, ventures including, venture investor, large fundings, obvious ventures, capital ventures, largest startup
  • Source: news.crunchbase.com

The X-Files Has Made Me Nostalgic for a Time I Never Experienced

The X-Files Has Made Me Nostalgic for a Time I Never Experienced In a time before crypto, Twitter, and AI slop, we had communities, real experiences, and beautiful TV… Driving in a Buick Century throu...

  • Keywords: watching files, files nostalgic, files childhood, scully making, locks scully, doctor scully, reels scully, mulder scully, scully mulder, scully
  • Source: midnightmurmurations.substack.com

This 18-year-old's free Lightroom replacement blows Darktable's UX out of the water

For more than two decades now, Adobe has unilaterally dominated the image and video editing space, and it bothers me as a hobbyist photographer. Photoshop, Lightroom CC, and Lightroom Classic are the...

  • Keywords: lightroom alternative, lightroom vs, darktable adobe, comparison adobe, favorite adobe, adobe lightroom, adobe considerately, decades adobe, lightroom, adobe
  • Source: xda-developers.com

This Week's Sign the Apocalypse Isn't Upon Us

I remember growing up reading Sports Illustrated. There was a small column called “This Week’s Sign the Apocalypse Is Upon Us.” With all the dire predictions about AI, it’s important to also spend tim...

  • Keywords: teachers ai, ai tutors, ai impacting, demonstrated ai, ai tutor, using ai, ai, ai predicting, ai important, predictions ai
  • Source: tomtunguz.com

Tired of talk that goes nowhere? This Seattle startup is using AI to turn civic debate into action

While much of the debate around artificial intelligence centers on the technology’s threat to jobs and society, one Seattle-area startup is turning that anxiety on its head — using AI not as a source...

  • Keywords: convexus civic, convexus, convexus currently, convexus apart, ai agenda, scale convexus, consensus convexus, resolve convexus, convexus plans, civic engagement
  • Source: geekwire.com

Token | AI Coding Dictionary

Section 1 — The Model Token Matt Pocock The atomic unit a model reads and writes. Roughly word-sized but not exactly — common words are one token, rare or long ones split into several. Context window...

  • Keywords: model token, word token, tokenizer schema, words token, tokenizer, token boundaries, tokens, token, counted tokens, boundaries tokens
  • Source: aihero.dev

Token | AI Coding Dictionary

Section 1 — The Model Token The atomic unit a model reads and writes. Roughly wordsized but not exactly — common words are one token, rare or long ones split into several. Context window size, cost, a...

  • Keywords: tokenizer schema, model token, word token, words token, token atomic, tokenizer, token boundaries, model reads, roughly wordsized, boundaries tokens
  • Source: aihero.dev

Training | AI Coding Dictionary

Section 1 — The Model Training Matt Pocock The process that sets a model's parameters, by exposing it to vast amounts of text and adjusting parameters to improve next-token prediction. A one-time, exp...

  • Keywords: api training, api docs, internal api, model training, api, glossary, docs context, post training, glossary level, pre training
  • Source: aihero.dev

Training | AI Coding Dictionary

Section 1 — The Model Training The process that sets a model's parameters, by exposing it to vast amounts of text and adjusting parameters to improve nexttoken prediction. A onetime, expensive process...

  • Keywords: api training, internal api, api docs, glossary, api, training process, glossary level, docs context, nexttoken prediction, model training
  • Source: aihero.dev

Turn | AI Coding Dictionary

Section 2 — Sessions, Context Windows & Turns Turn One user message plus everything the agent does in response, up until it yields back to the user. Contains one or more model provider requests — many...

  • Keywords: session turn, agent calls, sessions context, requests agent, request latency, tool calls, request usage, usage turn, sessions, session
  • Source: aihero.dev

Turn | AI Coding Dictionary

Section 2 — Sessions, Context Windows & Turns Turn Matt Pocock One user message plus everything the agent does in response, up until it yields back to the user. Contains one or more model provider req...

  • Keywords: session turn, sessions context, agent calls, requests agent, usage turn, tool calls, sessions, turn reply, session, request usage
  • Source: aihero.dev

Turning Google into an Explorable Knowledge Graph Using Pure k-NN

-5517fd7b58a6---4 crawled_date: 2026-05-01T20:52:17.253536+00:00 feed_url: https://levelup.gitconnected.com/feed published: Fri, 01 May 2026 20:30:42 GMT

Turning Google into an Explorable Knowled...

  • Keywords: search connection, varied google, searches, google searches, list google, cross search, searches fully, searches specific, instead google, www google
  • Source: levelup.gitconnected.com

Uber Torches 2026 AI Budget on Claude Code in Four Months

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YOK�~� �x��E %�|v�� �����0����zH��aYpaY�p�%���K��݀�C&�/���i��,���h���q��R�d<�Jܤq�y1��Lh�)����LG�e@s���1���'/�T�)�+��=e4��B����˯�Ŭ�Q�LE!�O�x�ɍ��p�iݩeh:�f�5]�a��d�...

  • Keywords: 㩤x_v b7, 8 c4dh3, pd ix9t, c1 6al, pcov фyuyb, n륵f z0, gɸ6 c6, 7غp գ1ގ, xיa 7l, g1h 2tjkq
  • Source: briefs.co

Ubuntu servers taken offline by "sustained, cross-border attack"

Servers operated by Ubuntu and its parent company Canonical were knocked offline on Thursday morning and have remained down ever since, a situation that’s preventing the OS provider from communicating...

  • Keywords: responsible ddos, ddos, outage according, outage, outage began, ddos attack, company canonical, servers consistently, vulnerability attempts, canonical status
  • Source: arstechnica.com

Understand Anything

Turn any codebase, knowledge base, or docs into an interactive knowledge graph you can explore, search, and ask questions about. Works with Claude Code, Codex, Cursor, Copilot, Gemini CLI, and more. E...

  • Keywords: codebase knowledge, interactive knowledge, builds knowledge, codebase interactive, reading code, codebase visualized, team codebase, knowledge base, code relationships, knowledge graph
  • Source: github.com

US government, allies publish guidance on how to safely deploy AI agents

US government, allies publish guidance on how to safely deploy AI agents Cybersecurity agencies from the United States, Australia, Canada, New Zealand and the United Kingdom jointly published guidance...

  • Keywords: agents cybersecurity, cybersecurity agencies, cybersecurity infrastructure, ai agents, agentic ai, core cybersecurity, cybersecurity, systems cybersecurity, deploy ai, cybersecurity concern
  • Source: cyberscoop.com

Vibe coding | AI Coding Dictionary

Section 7 — Patterns of Work Vibe coding Matt Pocock A working pattern where the user accepts the agent's code without human review. The diff is treated as opaque — what matters is whether the program...

  • Keywords: vibe coded, vibe coding, avoid vibe, vibing auth, vibe, run vibe, flow vibe, auth flow, coded login, agent code
  • Source: aihero.dev

Vibe coding | AI Coding Dictionary

Section 7 — Patterns of Work Vibe coding A working pattern where the user accepts the agent's code without human review. The diff is treated as opaque — what matters is whether the program behaves, no...

  • Keywords: vibe coded, vibe coding, avoid vibe, vibe, run vibe, flow vibe, review diff, vibing auth, work vibe, human review
  • Source: aihero.dev

Vision Banana: Google DeepMind's Generalist Model

Discover how DeepMind's Vision Banana uses generative pretraining to unify 2D and 3D computer vision tasks, outperforming specialized models like SAM 3.

  • Keywords: deepmind vision, discover deepmind, deepmind, vision banana, generative pretraining, uses generative, generative, vision tasks, banana uses, banana
  • Source: blog.roboflow.com

Vitest 4.1: Test Tags, Native Node.js Execution and AI Agent Reporter

Vitest, the Vite-native testing framework maintained by VoidZero, has released Vitest 4.1, delivering a collection of new features, and tooling enhancements aimed at making JavaScript testing more org...

  • Keywords: vitest tags, vitest introduces, vitest provides, vitest detects, usage vitest, vitest versions, test tags, design vitest, earlier vitest, like vitest
  • Source: infoq.com

Weekly Dose of Optimism #191

Weekly Dose of Optimism #191 Cancer Sniffing Dogs, Zuck's Virtual Cell + Space Lasers, Rainmeasurer, De-extincting the Bluebuck, Millennial Dads + Science Breakthroughs + Extra Doses Hi friends 👋, Hap...

  • Keywords: breakthroughs extra, creatine electrolytes, dose optimism, breakthroughs, breakthroughs including, weekly dose, electrolytes 1000mg, lasers yesterday, 800mg electrolytes, optimism packed
  • Source: notboring.co

What Arm-based innovations happened in April 2026?

What Arm-based innovations happened in April 2026? From industry conversations and ecosystem milestones to new technical resources, April offered a broad look at where Arm innovation is showing up. Th...

  • Keywords: ibm arm, hardware arm, architectures arm, arm innovation, hardware emerging, arm architecture, arm based, arm development, arm projects, arm developer
  • Source: newsroom.arm.com

What’s next for Ai2: A conversation with Interim CEO Peter Clark

<div style="display: flex;"> <div>Interim CEO Peter Clark shares his thoughts on this moment for Ai2, our commitment to open science, and where the institute is headed next.</div>...

  • Keywords: ceo peter, interim ceo, clark ai2, ai2, ceo, ai2 conversation, ai2 vision, ai2 commitment, flex div, moment ai2
  • Source: allenai.org

Whimsical Animations Course Open House

Whimsical Animations Open House Welcome to 🏡 I've selected a handful of lessons from across the course and made them public for a couple of days, so that you can get a sense of my teaching style and d...

  • Keywords: lesson navigation, lessons course, included lessons, lessons clicking, lessons using, using lesson, animations, teaching style, animations open, lessons
  • Source: courses.joshwcomeau.com

More information can be found at http://www.philippwesche.org/200811/whohas/intro.html Philipp L. Wesche whohas is a command line tool that allows querying several package lists at once - currently su...

  • Keywords: linux whohas, querying package, debian whohas, whohas_release, whohas_release whohas, whohas command, print whohas, version whohas, package lists, searching linux
  • Source: github.com

Why ‘Meritocracy’ Enrages the Left

The Italian prime minister explains why decline is not a fate, but a choice. <img src="https://i0.wp.com/www.nationalreview.com/wp-content/uploads/2026/05/giorgia-meloni-palazzo-chigi.jpg?fit=617%2C3...

  • Keywords: decline fate, explains decline, decline, italian prime, meloni palazzo, fate choice, fate, palazzo chigi, palazzo, prime minister
  • Source: nationalreview.com

Why Powerful Machine Learning Is Deceptively Easy

Reality check In ML, it is not unusual for an early prototype to produce striking metrics. At first sight, this may suggest that there is a real opportunity: the model seems promising, the signal appe...

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  • Source: towardsdatascience.com

Your Biggest Vulnerability is your Shitty Compensation

Your Biggest Vulnerability is your Shitty Compensation My fourth month of unemployment. I'm fresh off an interview with a senior technical role advertised with a decent compensation range whose upper...

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  • Source: green.spacedino.net

Your Windows 11 complaints have solutions — Microsoft just doesn't want you to know

Everyone likes to complain about Windows 11, and there's no shortage of ways people try to fix its many problems. There's a wide range of third-party apps that try to debloat Windows, replacements for...

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  • Source: xda-developers.com

Your Windows 11 PC is drowning in duplicates, but the fix is already built in

If you're tired of downloading countless utility apps to manage the storage on your PC, you'll be happy to know that there's a way to identify duplicate files on your device while only using built-in...

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  • Source: xda-developers.com