Show HN: AI search for every photo and every frame of video on macOS
Top Hacker News discussion.
github
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Sunday, October 4, 2026
Feature
Untyped: Bridging Agent Runs with TLA+ Specifications
This new tool allows developers to validate recorded AI agent operations against formal specifications, introducing a novel approach to verifying AI behavior.
Why it mattersUntyped introduces a structured approach to AI verification by using TLA+ specifications to validate agent runs. This development highlights the growing need for formal verification methods in AI, ensuring system reliability and predictability in complex environments.
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Around the Web
New Tools for AI Builders
Show HN: RepoGuard – Fast Architecture Guardrails for Claude and Cursor via MCP
Fresh Show HN launch.
github
AI Agents in Action
built a way to automate phone apps that have no api at massive scale (ai agent support)
half the stuff i want to automate only lives in some phone app. no api, no website, so zapier/n8n can't touch it and scraping gets you blocked pretty fast tried the usual stuff first. bluestacks was slow, cooked my lapt…
r/automation
Tools
DietrichGebert/ponytail
Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.
github | stars 154,588
NandhaKishorM/laya
Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right…
github | stars 30,660
Build
The importance of agent delegation architecture
The importance of agent delegation architecture
thoughtworks
Playbooks
Native memory for Microsoft Agent Framework with Azure Cosmos DB
Agents are more useful when they can remember what matters beyond the current conversation. Today, we’re announcing a new preview integration that gives Microsoft Agent Framework agents durable, cross-session memory bac…
devblogs.microsoft
Building a C compiler with a team of parallel Claudes
We tasked Opus 4.6 using agent teams to build a C Compiler, and then (mostly) walked away. Here's what it taught us about the future of autonomous software development.
anthropic
How we built Claude Code auto mode: a safer way to skip permissions
Claude Code users approve 93% of permission prompts. We built classifiers to automate some decisions, increasing safety while reducing approval fatigue. Here's what it catches, and what it misses.\n
anthropic
News
The Execution-Layer Gateway Is Where Enterprise AI Security Actually Lives
Somewhere between the prompt injection demos and the jailbreak panic, the real security problem for enterprise AI shifted. It is no longer mainly about what a model says. It is about what an agent does – which APIs it c…
forkast
Build Applications on NVIDIA BlueField Faster with NVIDIA DOCA Agent Skills
AI agents are becoming a standard part of development workflows, but general-purpose agents weren't built with specialized infrastructure software such as...
developer.nvidia