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Hi HN, I'm Rob. Contextify indexes every Claude Code and Codex session on your machine into one local, searchable database. The current session, in either tool, can search all of it: /total-recall in Claude Code, $total-recall in Codex. Demo: https://www.youtube.com/watch?v=FvrvRGp4C9M | Mac app: https://contextify.sh (App Store or DMG) | Linux: CLI with a one-line installer, same search. No signup. I split my work between Claude Code and Codex. When I burn through rate limits on one, I switch t

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Article URL: https://www.latimes.com/business/story/2026-07-03/with-token-prices-collapsing-regulation-rising-ais-pricing-power-looks-fragile Comments URL: https://news.ycombinator.com/item?id=48777617 Points: 3 # Comments: 0

Article URL: https://www.normallydistributed.dev/introducing-flora-a-diagram-library-built-with-and-for-ai/ Comments URL: https://news.ycombinator.com/item?id=48777597 Points: 1 # Comments: 0

Article URL: https://www.businessinsider.com/whats-in-and-whats-out-among-new-ai-money-crowd-2026-7 Comments URL: https://news.ycombinator.com/item?id=48777527 Points: 1 # Comments: 1

Article URL: https://fortune.com/2026/07/02/ai-productivity-deficit-national-debt-brookings-fed-study/ Comments URL: https://news.ycombinator.com/item?id=48777450 Points: 6 # Comments: 0

Anthropic is trying to block Chinese companies like ByteDance and Ant Financial from accessing Claude Code, but they're getting around the restrictions through VPNs and overseas subsidiaries. Alibaba, meanwhile, has banned its own employees from using the tool after hidden code was found that could identify Chinese users. The article Claude Code's complicated China problem involves bans on both sides of the Pacific appeared first on The Decoder .

For software engineers and related fields, I know what procrastination has traditionally looked like, and how it manifests. Now, things like codex, cursor, claude code can remove some kinds of friction but also change workflows. So are you procrastinating less? More? Differently? What does it look like? Comments URL: https://news.ycombinator.com/item?id=48777321 Points: 2 # Comments: 1

Article URL: https://metedata.substack.com/p/015-the-mental-models-i-use-to-work Comments URL: https://news.ycombinator.com/item?id=48777302 Points: 2 # Comments: 0

Article URL: https://okaneland.com/study/ai-productivity-roi-at-work/ Comments URL: https://news.ycombinator.com/item?id=48777257 Points: 2 # Comments: 0

Article URL: https://blog.codacy.com/the-ai-coding-maturity-scale-the-path-to-loop-engineering Comments URL: https://news.ycombinator.com/item?id=48777236 Points: 1 # Comments: 0

<p>Readers respond to the profile of Iason Gabriel, a philosopher and research scientist at Google DeepMind</p><p>The Guardian’s profile of Google DeepMind’s philosopher was encouraging because it showed how seriously many of the people building AI are taking their ethical responsibilities (<a href="https://www.theguardian.com/news/ng-interactive/2026/jun/30/theres-this-deep-mystery-of-what-actually-is-this-thing-the-philosopher-inside-google-deepmind">‘There’s this deep mystery of what, actuall

Different enterprise roles need different types of explanations for AI outputs.

Article URL: https://sal4rkhn.substack.com/p/why-the-future-of-ai-is-dumb-and Comments URL: https://news.ycombinator.com/item?id=48777178 Points: 3 # Comments: 1

Article URL: https://www.youtube.com/watch?v=8W_qiZqocwo Comments URL: https://news.ycombinator.com/item?id=48777170 Points: 2 # Comments: 0

<p>Scarab Systems has started formally evaluating the efficiency of using Scarab Diagnostic Suite during AI-assisted software repair.</p> <p>The question is simple:</p> <p>Does a diagnostic governance layer actually improve the agent patching workflow in a measurable way?</p> <p>Not theoretically.</p> <p>Not philosophically.</p> <p>Not because “AI governance” sounds responsible.</p> <p>But in a concrete repair scenario, against a real public repository, with a public upstream issue and an actual

Epoch AI reports a sharp rise in security vulnerability reports. In June 2026, 21 organizations reported about 1,500 high-severity and critical CVEs, more than 3.5 times the previous monthly record. The surge lines up with the launch of AI-powered bug-hunting programs. The article Security vulnerability reports have exploded since AI models started hunting for bugs appeared first on The Decoder .

<p>A pattern I've seen on more than one team: weekly eval run finishes, someone sorts the leaderboard, and the worst-performing prompt variant or model checkpoint gets flagged for attention. Someone makes a change, a tweak to the system prompt, a different few-shot example, sometimes just a rewording of one instruction. Next week's eval run shows that variant improved. The team credits the fix.</p> <p>Sometimes the fix is real. Often, some or all of that improvement would have happened anyway, w

<p>The explosion of generative AI and autonomous agents has completely flipped the script on how we develop software. Today, having tools that can write, refactor, and test code in seconds gives engineering teams an insane speed boost. But the more complex tasks we offload to these systems, the more critical the concept of <strong>Human-in-the-Loop (HITL)</strong> becomes. To put it simply—as big tech players like IBM emphasize—HITL i*<em>s all about keeping a human actively involved in supervis

<p>AI coding agents are becoming more useful, but they still need context.</p> <p>A generic agent can write code, explain files, and generate boilerplate. But when you ask it to work with a specific platform, framework, or internal system, it often misses conventions, syntax rules, and runtime details.</p> <p>That is where the combination of <strong>Skills</strong> and <strong>MCP</strong> becomes interesting.</p> <h2> Skills Give the Agent Knowledge </h2> <p>A Skill is like a reusable instructi

Article URL: https://www.okanode.com/industry/technology-software-ai-use-cases?tags=43 Comments URL: https://news.ycombinator.com/item?id=48776990 Points: 1 # Comments: 0

<p>So to keep it short, I'll lay out the details for quick readers, it's Bitnet 1.58 bonsai-8B+ bitnet.cpp(or llama.cpp of ur lazy) + tools like persistent memory and auto batching,(or just use ollama and use community plugins) ummm yeah that's it, if ur in for the juice here's more:</p> <ol> <li>Llama.cpp is good honestly works well for Bitnet unless u feel maso u can use Bitnet very similar low learning curve, but try use 512 batching (works for me)if u have a dedicated GPU unlike please use t

During negotiations on Wednesday, employees voiced frustrations with what they consider an unwillingness among executives to engage meaningfully with the prospect of unionization.

How agents reason, act, and observe their way to a final answer, one step at a time The post AI Agents Explained: What Is a ReAct Loop and How Does It Work? appeared first on Towards Data Science .

Article URL: https://www.pangram.com/blog/joe-stech-information-theory-why-ai-writing-sucks Comments URL: https://news.ycombinator.com/item?id=48776876 Points: 3 # Comments: 0

<p>Agent payments crossed from prototype to infrastructure faster than the security work did. The x402 protocol now carries more than 130 million transactions and sits inside Google Cloud, Cloudflare, and Stripe. Last week two papers put that infrastructure under a microscope, and one of them is a peer-reviewed conference result, not a preprint.</p> <p>"Free-Riding the Agentic Web: A Systematic Security Analysis of x402 Payments" (<a href="https://arxiv.org/abs/2605.30998" rel="noopener noreferr

<!-- SC_OFF --><div class="md"><p>Hi, I am supposed to prepare for SLM and its software part for an on campus internship, i've worked with local models like ollama generally,in my projects and also with open claw so can anyone guide me the last 2-3 days tips on what should i go through for this internship prep??</p> </div><!-- SC_ON --> submitted by <a href="https://www.reddit.com/user/Idea_less_"> /u/Idea_less_ </a> <br/> <span><a href="https://www.reddit.com/r/MachineLearning/comments/1umissr/

In a study covering seven benchmarks, the UK's AI Security Institute shows that standard AI evaluations systematically underestimate agent capabilities by capping the compute budget. On software engineering tasks, success rates jumped about 25 percent when the token budget was increased tenfold. Newer models benefit the most. Depending on the token budget, actual progress at the frontier is about 60 percent steeper than previous measurements suggested, according to AISI. The article UK's AI Secu

Article URL: https://skillsaw.org/ Comments URL: https://news.ycombinator.com/item?id=48776718 Points: 2 # Comments: 0

<pre style='white-space:pre-wrap;width:81ex'>fix(agents): keep cli session binding facts session-stable Keep CLI session reuse hashes keyed to stable session prompt facts while preserving per-turn room-event message-tool delivery for execution and MCP scoping. Thread cliSessionBindingFacts from reply assembly through queued/followup CLI runs, make the stable CLI prompt delivery-neutral, and cover production-shaped room-event opts so forced message_tool_only delivery cannot poison binding identit

Article URL: https://age-of-product.com/food-agile-thought-551-ai-confidence-theater/ Comments URL: https://news.ycombinator.com/item?id=48776568 Points: 2 # Comments: 0

The NCA says there is a growing threat of children's images being used to create child abuse material.

I've found several experienced developers whether manually coding or doing vibe coding picked auth, payment, admin, backend overhaul as one of the pain points when building products. Tetrees, just like game tetris, allows you to assemble reusable code blocks and could ask the AI agent to assemble it for you. Currently there are 500+ code block products (some paid, mostly free) available inside Tetrees IDE. The risk of anonymous PR push with malware is treated with market kyc verifications, so ev

Article URL: https://www.sysdig.com/blog/jadepuffer-agentic-ransomware-for-automated-database-extortion Comments URL: https://news.ycombinator.com/item?id=48776412 Points: 1 # Comments: 0

Claude Fable has been incredible, however the plan usage runs out too fast, especially if you use ultracode mode (Claude Code's workflow feature, where the model writes small JavaScript programs that orchestrate subagents) and let the agents go brrr. I want Fable to focus on high-value tasks such as planning or verification, and not burn tokens on mundane implementation work. So I built ultracodex, an engine that spawns codex agents to complete the same ultracode workflows and hand off seamlessl

<pre style='white-space:pre-wrap;width:81ex'>fix: harden docs map heading rendering (#99099) Summary: - The PR changes the docs map generator to escape HTML-significant heading text, regenerates `docs/docs_map.md`, and adds a Vitest regression for HTML-like headings. - PR surface: Tests +13, Docs 0, Other +10. Total +23 across 3 files. - Reproducibility: yes. Current main has source headings such as `docs/cli/agents.md:164` with `<id>`, while `docs/docs_map.md:1231` omits it and `scripts/generat

I've been using AI (mostly Claude, a little Cursor) to make video games, publishing a new one every day, for over 2 months Today's game is a simplified Risk clone called World Domination. Happy to answer any questions, would love any feedback! Comments URL: https://news.ycombinator.com/item?id=48776209 Points: 1 # Comments: 0

<pre style='white-space:pre-wrap;width:81ex'>fix(agents): preserve primitive tool result output (#99526) * fix(agents): preserve primitive tool result output * fix(agents): omit primitive inline payloads * fix(agents): omit primitive inline payloads --------- Co-authored-by: snowzlm <snowzlm@users.noreply.github.com> Co-authored-by: Peter Steinberger <peter@steipete.me> Co-authored-by: Peter Steinberger <steipete@gmail.com></pre>

Article URL: https://github.com/crp4222/PrivAiTe Comments URL: https://news.ycombinator.com/item?id=48776021 Points: 2 # Comments: 0

Article URL: https://github.com/PJHkorea/Egregore/blob/main/integrated_egregore_core_test_v6_4.py Comments URL: https://news.ycombinator.com/item?id=48775938 Points: 1 # Comments: 4