Show HN: Shackle – Deterministic runtime governance for AI agents
Article URL: https://github.com/Fame510/SHACKLE Comments URL: https://news.ycombinator.com/item?id=48987472 Points: 2 # Comments: 0
Article URL: https://github.com/Fame510/SHACKLE Comments URL: https://news.ycombinator.com/item?id=48987472 Points: 2 # Comments: 0
Article URL: https://replit.com/blog/inside-replits-snapshot-engine Comments URL: https://news.ycombinator.com/item?id=48987456 Points: 2 # Comments: 0
<pre style='white-space:pre-wrap;width:81ex'>fix: route bindings return the wrong agent when route identifiers contain separators (#110001) * fix(routing): replace delimiter-concatenated route cache key with JSON-serialized tuple to prevent identifier collisions * fix(routing): restore dmScope input contract alongside JSON cache key fix * fix(routing): restore max-lines exemption on resolve-route.ts * test(routing): correct cache collision regression Co-authored-by: YangManBOBO <152153397+YangMa
Article URL: https://github.com/Cosmonapse/cosmonapse-core Comments URL: https://news.ycombinator.com/item?id=48987399 Points: 2 # Comments: 0
<p> Open-source AI agent video editor with a real timeline </p> <p> <a href="https://www.producthunt.com/products/openchatcut?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1201995?app_id=339">Link</a> </p>
Article URL: https://concentrate.ai Comments URL: https://news.ycombinator.com/item?id=48987271 Points: 2 # Comments: 0
Article URL: https://getaiassist.app/ Comments URL: https://news.ycombinator.com/item?id=48987241 Points: 1 # Comments: 0
Article URL: https://cairn.nnnsightnnn.com/dashboard Comments URL: https://news.ycombinator.com/item?id=48986978 Points: 2 # Comments: 0
Since the publication of the Jacobian Conjecture refutation, many people have asked for a Chain of Thought to be published so they can better understand the mathematical intuition that leads to the counterexample. Since none was published, I tried to "clean room reverse engineer" it: give one Claude Fable the result and ask it to generate a writeup of how to arrive at it without any spoilers, then ask a second Fable to follow the write up, if it's too easy remove details, if it's too hard add hi
Article URL: https://github.com/mathigatti/telegram-ai-secretary Comments URL: https://news.ycombinator.com/item?id=48986826 Points: 1 # Comments: 0
Article URL: https://agentsearchengine.app Comments URL: https://news.ycombinator.com/item?id=48986800 Points: 1 # Comments: 0
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Hi everyone, I am a big privacy activist and the amount of privacy concerns in the internet with the discussions around European Chat Control, Meta removing e2ee in Instagram and corporations harvesting personal data for AI training is on the rise. The closed source social media companies keep managing and storing our private keys, allowing them to effectively access all of our personal communications.. Many open source alternatives exist, but the problem I kept running into was not a lack of go
Article URL: https://dailynous.com/2026/07/16/a-meta-epistemological-reason-for-rejecting-ai-written-philosophy/ Comments URL: https://news.ycombinator.com/item?id=48986758 Points: 3 # Comments: 0
The final approval settles one case, but it doesn't resolve the broader issue of using copyrighted works to train AI models.
Article URL: https://openai.com/index/managing-ai-investments-in-agentic-era/ Comments URL: https://news.ycombinator.com/item?id=48986550 Points: 2 # Comments: 0
Article URL: https://www.vidmoat.com/ Comments URL: https://news.ycombinator.com/item?id=48986549 Points: 2 # Comments: 0
I built PounceDomains to find undervalued domains on the Namecheap Marketplace before others. It scans domain auctions based on your configurations around the clock, AI-scores each candidate against your buying strategy, enriches matches with authority/backlink/demand data. Free plan available. And 14-day free trial of Pro plans. It also includes a sister app PounceDrops which allows you to scan, filter, and analyze domain drop lists including the .app and .dev namespace. Feedback welcome. Comme
Training API-calling large language model (LLM) agents demands massive amounts of high-quality trajectories. However, collecting such data at scale typically requires fully implemented environments with executable APIs and realistic, pre-populated backend databases, creating a major bottleneck for scalability. To overcome this, we propose an environment-free synthetic data generation approach that leverages LLMs as on-the-fly digital world models. Given only API specifications, our method genera
Vercel MCP now supports purchasing Vercel products. You can: Upgrade your team to the Pro plan Add prepaid credits for v0 (requires a paid v0 plan) or AI Gateway Purchase the SIEM add-on (requires an Enterprise plan) Purchase and register a domain Vercel MCP quotes the price, explains whether the charge is one-time or recurring, and completes the purchase only after you confirm. When an exact price isn't available, it links to the relevant pricing or billing page. Purchases require a team role w
Laguna S 2.1 from Poolside is now available on AI Gateway. There are 2 versions of the model available: Free version (256K context window): poolside/laguna-s-2.1-free Paid version (1M context window): poolside/laguna-s-2.1 Laguna S 2.1 is an open-weight Mixture-of-Experts model that supports a context window of up to 1M tokens and runs in thinking and no-thinking modes. The model specializes in agentic coding and long-running tasks, including writing and debugging code, running tests, building b
Gemini 3.6 Flash and Gemini 3.5 Flash-Lite are now available on AI Gateway. Gemini 3.6 Flash improves quality across coding, agentic tasks, and web development while consuming fewer tokens and making fewer model calls. It produces cleaner web and app development output. Gemini 3.5 Flash Lite upgrades the agentic capabilities of the Flash-Lite tier, making it a good fit for subagents that handle scoped parts of a larger task. To use them, set model to google/gemini-3.6-flash or google/gemini-3.5-
David Vélez and Robin Vince join the boards of the OpenAI Foundation and OpenAI Group PBC, bringing global leadership in finance, technology, and governance.
Recent diffusion models enable high-quality video generation, but suffer from slow runtimes. The large transformer-based backbones used in these models are bottlenecked by spatiotemporal attention. In this paper, we identify that a significant fraction of token-to-token connections consistently yield negligible scores across various inputs, and their patterns often repeat across queries. Thus, the attention computation in these cases can be skipped with little to no effect on the result. This ob
AI Gateway now supports service tiering. Service tiers let you optimize for latency, throughput, and cost per request to match your use case. Pick a faster tier for interactive workloads (less queueing, higher token throughput), or a lower cost tier for background jobs that can tolerate more latency. At launch, service tiering is available for OpenAI and Gemini models. Service tiers work across every AI Gateway API format: AI SDK , Chat Completions API , Anthropic Messages API , OpenAI Responses
Curious to know how are you interviewing engineers? Do you have a no-LLM policy? Are take-home tests worth it? How do you make sure engineer is a "good" engineer? Comments URL: https://news.ycombinator.com/item?id=48986353 Points: 4 # Comments: 1
Hey HN! Wanted to show off a thing I built in case it interests anyone. I wanted to build a game you play inside the claude code CLI and back when they launched the channels feature I started investigating ways to use that to do so. I started with a multiplayer comedy battle game where you would collaborate with Claude to write jokes based on a theme in a timeframe and then post them to an audience and compete against other folks (with the audience voting for the funniest joke), it was OK but I
Article URL: https://qainsights.com/how-does-an-llm-request-and-response-cycle-work-a-full-walkthrough/ Comments URL: https://news.ycombinator.com/item?id=48986298 Points: 2 # Comments: 1
Article URL: https://ironrun.dev/ Comments URL: https://news.ycombinator.com/item?id=48986254 Points: 1 # Comments: 0
Article URL: https://github.com/llmrelay/relay Comments URL: https://news.ycombinator.com/item?id=48986115 Points: 1 # Comments: 0
Article URL: https://fragileequilibrium.substack.com/p/is-open-weight-ai-decelerationist Comments URL: https://news.ycombinator.com/item?id=48986084 Points: 4 # Comments: 1
Article URL: https://www.theguardian.com/technology/2026/jan/06/ai-consciousness-is-a-red-herring-in-the-safety-debate Comments URL: https://news.ycombinator.com/item?id=48986026 Points: 8 # Comments: 0
Firms have to balance hi-tech and age-old skills when training up young workers.

Article URL: https://fortune.com/2026/07/14/voters-ai-backlash-politicians-lose-seats/ Comments URL: https://news.ycombinator.com/item?id=48986003 Points: 10 # Comments: 0
Article URL: https://www.tomshardware.com/tech-industry/artificial-intelligence/colibri-proof-of-concept-gains-frontier-level-1-5-tb-ai-model-novel-approach-runs-on-only-25gb-of-ram-and-shows-promise-for-local-ai-setups Comments URL: https://news.ycombinator.com/item?id=48985942 Points: 1 # Comments: 0
<pre style='white-space:pre-wrap;width:81ex'>fix: preserve transcript cursors across embedded turns (#111949) * fix(agents): preserve transcript generation on flush (clawdbot-85c) * fix(agents): preserve SQLite transcript parents (clawdbot-85c.5) * test(agents): prove cursor continuity through Gateway (clawdbot-85c.7)</pre>
Article URL: https://secondthoughts.ai/p/impact-of-ai Comments URL: https://news.ycombinator.com/item?id=48985770 Points: 1 # Comments: 0
Article URL: https://williamtp.substack.com/p/the-ai-trust-ceiling Comments URL: https://news.ycombinator.com/item?id=48985755 Points: 2 # Comments: 1
There's a secret Siri AI interface in the new macOS beta. Here's how to turn it on.
