Category: tech
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Why Agentic Systems Need Ontologies - Frank Coyle, UC Berkeley
Agentic AI systems need ontologies as a guardrail layer: symbolic knowledge graphs validate probabilistic LLM tool outputs before agents take real-world acti...
Claude Code /doctor: prune stale skills and slim your config
A TikTok creator claims Claude Code's /doctor prunes unused skills, slims CLAUDE.md, and pre-approves repeat permission prompts. Unverified, worth testing fi...
Requesty: AI Gateway & LLM Router for 600+ Models
Requesty is an AI gateway routing to 600+ LLM providers behind one OpenAI-compatible endpoint, adding failover, semantic caching, and spend controls for a 5%...
Screenshot Scraping: Vision Models Instead of HTML Parsing
A viral clip pitches screenshot-plus-vision-model scraping to capture images and tables that HTML scrapers miss. The technique is real, the named project is ...
Supapool: Real Supabase for parallel coding agents
Supapool leases a clean, real Supabase instance per command run, so parallel coding agents and CI jobs never collide on a shared database.
Three Steps to Stop AI Coding Agents Shipping Design Slop
A three-step method for getting coding agents to produce web designs that avoid generic AI slop: an inspiration library, a design skill, and a visual tweaks ...
Claude Code /batch runs hundreds of agents in Git worktrees
Claude Code's /batch command plans scoped subtasks, then dispatches dozens to hundreds of background sessions, each in its own Git worktree.
Claude Code Web Search Only Reads Titles, Not Full Content
A trending GitHub skill adds deeper search to Claude Code, pulling full Reddit, X, and YouTube transcripts and comments instead of just titles and metadata.
Semantic Layers Lift AI Agent Analytics Accuracy to 95%
A semantic layer defines each business metric once between the warehouse and its consumers. Anthropic reported AI agent analytics accuracy rising from 21% to...
OpenAI adds duplex voice control to the Codex desktop app
OpenAI layered its live duplex voice model onto the Codex desktop app, and ChatGPT mobile remote control lets you drive the agent harness by voice.
Claude Code cut its system prompt 80%: trim your CLAUDE.md
Claude Code's system prompt was reportedly cut 80%. With stronger models, lean context beats long rule lists, so trim CLAUDE.md and move detail into skills.
Claude Code Hooks, Not Skills, for Stripping AI Writing Tells
A TikTok walkthrough of building a humanizer for Claude Code as always-on hooks and core instructions, grounded in the Wikipedia Signs of AI Writing list.
Impeccable: 40+ AI-slop UI patterns, plus how Taste compares
Impeccable catalogues 40+ AI-slop UI patterns and can review a live preview, not just terminal code. Taste covers similar ground, and neither locks you into ...
Opus 5 vs Fable 5: claimed benchmark wins at half the price
A creator claims Opus 5 beats Fable 5 on most benchmarks except health and legal, at $5/$25 per million tokens, roughly half the price.
Orca: parallel coding agents, each in its own Git worktree
Orca is a desktop app for running AI coding agents in parallel, each isolated in its own Git worktree, so you can compare diffs and merge the result you trust.
Screenpipe: 24/7 local screen memory for AI agents via MCP
Source-available desktop app that records screen and audio locally, turning it into a searchable memory layer AI agents can query over MCP.
AI Horde: free volunteer GPU network for image and LLM generation
A directory of clients, workers, bots and plugins for AI Horde, a volunteer-run compute network offering free AI image generation and LLM inference.
Baidu Open-Sources a 3B OCR Model That Reads Whole PDFs in One Pass
A video claims Baidu open-sourced a 3B-parameter, MIT-licensed OCR model that reads entire multi-page PDFs in one pass, locally, preserving tables and layout.
Claude and ChatGPT Now Build Skills From Screen Recordings
Claude's desktop co-work tool can record your screen and narration, then turn the demonstration into a reusable skill. OpenAI shipped the same thing weeks ea...
Open Weights Are Not Free: The Economics of Chinese AI Models
Panic over cheap Chinese open-weight models misreads the economics: R&D is sunk, inference COGS scales with revenue, and free weights are not free to serve.