Region-specific updates and globally relevant posts interpreted for United Kingdom readers.
Study of 500 Cursor customers (Jul 2025–Mar 2026) finds Opus 4.5 and GPT‑5.2 coincided with a 44% rise in weekly AI messages; teams first increased volume, then shifted to harder tasks.
Use DoneSpec to convert ambiguous agent outputs into deterministic PASS/FAIL validators, enabling CI gating, automated retries, and measurable pass-rate observability.
Practical checklist to build a submit-ready safety package for CAISI voluntary reviews — metadata, 50 test vectors, automated metrics, 1-hour red-team and a canary rollback plan.
Use Vennio API v1.4.0 to query multi-calendar availability, create bookings (including Stripe-paid flows), and handle booking.created webhooks—get a working flow in ~60–90 minutes.
Practical runbook to pilot raiyanyahya/kit—an open-source bundle (editor, browser, mail, terminal, agents). Step-by-step setup, metrics and short pilot to measure reduced context switching.
Daintree runs AI coding agents (Claude, Gemini, Codex) in isolated git worktrees, injecting file context and offering an integrated terminal plus workflow hooks for safe, reviewable changes.
Step-by-step guide to run SmartTune CLI locally to analyze ArduPilot, Betaflight and PX4 flight logs. Learn a repeatable, auditable workflow that produces tuning reports and artifacts.
An AWS Strands Agents design moved extraction, summarization and caching out of prompts into deterministic tools, cutting measured LLM token use by ~96% and lowering costs, privacy risk.
Step-by-step guide to seg: convert a program binary into a single structured JSON report you can store, index, or feed to AI agents, CI pipelines, or teammates—plus a practical checklist.
Try Ragnerock's public beta to turn PDFs, images and HTML into validated, auditable records stored in your database—queryable with SQL and accessible from Jupyter notebooks.
Justin Sun sued Trump-family-backed World Liberty, saying his $45m WLFI stake was frozen, voting rights stripped and tokens threatened with burning. WLFI denies the claims.
Hands-on guide to add a portable audit layer to AI agents using dcp-ai: record signed JSONL decision logs, verify signatures, run a 3-hour pilot, plus post-quantum notes.
Tesseron is an open-source TypeScript SDK and MCP-compatible WebSocket gateway that lets web apps register typed actions callable by AI agents. Follow repo examples to run a local demo.
Prototype a Spatial Atlas CGR agent: deterministic scene‑graph computations (distances, safety checks) feed an LLM, reducing spatial hallucination and enabling entropy‑guided routing.
Hands-on guide to STACK, a control plane that gives agents cryptographic passports, KMS-encrypted credentials, and detectors that can revoke access and produce a hash-chained audit trail.
Choon auto-tags Rekordbox libraries by combining Discogs-backed metadata lookups, local audio DSP and small ML models. Privacy-first: audio never leaves your Mac.
Setup LeftGlove locally with npx to run an MCP server that wraps ShiftLefter, surfacing pages, forms and interactions for agents and humans to review, annotate, and export.
Practical guide to Gemini 3.1 Flash TTS's granular audio tags: map reusable style presets to tags, automate tagged generation, store audio and metadata, and run a listening panel.
Step-by-step guide to give each AI agent its own real phone number: provision a SIM via API, receive SMS/OTP at a webhook, and run AI voice calls that return transcripts.
Step-by-step plan using the open-source PrismerCloud scaffold to run a 2-agent loop that logs short lessons and applies corrections to reduce repeated model errors. Demo in ~3h.
Skilldeck is a local-first desktop app that centralizes AI agent skill files, exports them into tool formats (Claude, Cursor, Copilot and more), and detects drift with two-way sync.
The YouTube snapshot linked to Karpathy’s 'Agents, AutoResearch, and Loopy Era' contains only player metadata and experiment flags. Learn what to extract from the video and which claims to verify.
A developer demos an SDK-style Python real-time engine that claims sub-1ms jitter, auto-generates REST endpoints and offers an OPC UA bridge — useful as a read-only vPLC mirror.
Create a project, paste a brief, assign role-based agents (planner, architect, implementer, reviewer), wire peer-review links, then run or pause the visual AI pipeline to inspect outputs.
Quickstart to run agent_debugger locally: capture and replay agent sessions, index recurring failures into a searchable memory, and surface smart highlights and drift—see the repo for commands.
NanoSecond AI's public index catalogs 58,448 agents and exposes 'Scanned' receipts, owner records and community activity — use it to shortlist candidates, then sandbox before production.
OpenRouter lists Hunter Alpha as a 1T-parameter model with a 1,048,576-token context. Prompts and completions are logged - read how this affects cost, privacy, and operations.
Flightplanner makes short, human-readable product specs the canonical source for end-to-end checks, reducing brittle test upkeep as AI agents raise integration churn.
Self-hostable LaunchStack (PDR AI) centralizes PRDs, onboarding, marketing and legal docs into a searchable, citeable workspace with role-based reviews and page-level retrieval.
Nanonets' IDP Leaderboard tests 16 models on 9,000+ real documents across three benchmarks (messy OCR, layout, business extraction), revealing task-dependent rankings and cost trade-offs.
Litmus records complete LLM agent executions (prompts, tool calls, outputs) so teams can deterministically replay failures, inject faults, and gate regressions in CI.
Practical checklist to clone and run Opensoul (iamevandrake/opensoul): start a 90‑minute demo, save a campaign artifact, and track cost, latency and QA to evaluate agentic marketing.
Use theredsix/agent-browser-protocol to record deterministic browser command traces that can be replayed for reproducible debugging, QA, and audits. Start by running the repo example.
Run Hive Memory locally to give AI coding agents persistent, cross-project context and session history (JSON/Markdown on disk at ~/.cortex). Use MCP clients like Claude Code or Codex.
Practical walkthrough to clone and run AIBuildAI (ranked #1 on OpenAI MLE‑Bench). In 20–120 minutes run a demo build, generate an evaluation report, and reproduce the result.
Agentlore watches local agentsview session logs, masks secrets, and syncs indexed AI coding-agent conversations to ClickHouse — linking chat transcripts to commit SHAs and PR URLs.
Shard decomposes large code changes into a DAG of parallel subtasks, runs multiple AI agents in separate git worktrees, and merges results in order with test-aware retries.
Run a compact 90-minute experiment to turn speculation about self-aware AI into measurable checks. Use numeric gates, multi-agent probes, and clear escalation rules.
Drop-in Python wrapper that enforces a fail-closed, three-phase safety loop for AI agents: local YAML pre-authorization, action execution, and deterministic post-checks. Fits in 3-5 lines.
Use Ink (ml.ink) to let AI agents push code, generate an MCP/Skill token, and deploy full‑stack apps with auto-detected builds, delegated subdomains, and shared observability.
Build a local forum where humans and seeded AI agents (Grok, Claude, Kimi) post together. Mirror deadinternet.forum categories, use an open API and a kill-switch.
RevenueCat's public job invites autonomous (or semi-autonomous) AI agents to own end-to-end growth, content, and app tasks — with human sign-off on final hires.
Record a golden AI-agent tool-call trace with TracePact, diff new runs to spot structural vs argument-only regressions, and gate CI with clear fail/warn reports.
Blueprint for a browser RPG where typed commands go to an AI Game Master that returns structured JSON to change music, move NPCs, give items, trigger cutscenes and real-time TTS.
Recite turns a folder of PDF/image receipts into dated filenames and a structured CSV by connecting an agent (OpenClaw/Claude) to its public API or local MCP server. Dry-run recommended.
VideoDB Skills packages a decade of video-infrastructure battle scars into agent APIs so agents can ingest streams, index and search moments, return playable clips, and run server-side edits.
ClawGuard’s AdNet injects sponsored prompts and multimodal assets into AI agents' context windows, claiming 47% agent-action; read practical risks, validation steps, and a checklist.
A hands-on guide to build and smoke-test Kremis v0.3.1 — a Rust, deterministic graph memory for AI agents. Clone, compile, run ingest+query reproducibility checks and optional API wrapper.
Encode lessons from Clean Code and DDIA as compact 'skill' files so AI reviewers give consistent, traceable suggestions. Learn a staged workflow (lint→review→human) and context tips.
neuron v0.3 splits the agent stack into independent Rust crates—Provider, Tool, ContextStrategy, AgentLoop and MCP—so you can pick only the pieces you need and compose agents.
Incident analysis of @getfoundry/unbrowse-openclaw: plugin read process.env, exfiltrated browser cookies/tokens, and injected SOUL.md prompts. Detection steps and remediation.
OpenAI says it banned a ChatGPT account linked to the Tumbler Ridge suspect in June 2025 but did not alert police — the use didn’t meet its imminent‑harm threshold; staff debated.
Step-by-step guide to install and run Drift's live terminal dashboard, inspect the Go AST analyzer, and test Copilot-driven interactive 'drift fix' suggestions and CI automation.
Practical playbook based on Frontend Mentor's rollout: add AGENTS.md (and optional CLAUDE.md) to challenge starters, enforce via CI, and shape AI to tutor by difficulty.
Hands-on 3-hour guide to deploy Gulama locally and validate security: 127.0.0.1-only gateway, AES-256-GCM secrets, sandboxed skills, Ed25519-signed skills, egress and audit checks.
Step-by-step tutorial to build a Clelp-style searchable directory: Next.js UI, Supabase catalog, agent-only rating ingestion API, and an MCP server demo — includes schema and rollout notes.
Build a local-first Okta agent that converts plain-English queries into deterministic API calls, executes them in a sandbox, and returns raw, auditable tenant data.
EU preliminary finding says Meta likely blocked rival AI chatbots from WhatsApp after a 15 Jan update. The Commission may order interim measures — read what builders must check.
Run Asterbot - an AI agent where each capability (search, memory, LLM) is a sandboxed, swappable WASM component via WASI. Learn how components are authorized and discovered.
Guide to Sediment — a Rust single-binary, local-first semantic memory for LLM agents. Use four tools (store, recall, list, forget) to add private, persistent context.
Describes PCE (Planner-Composer-Evaluator) that turns LLM reasoning assumptions into decision trees, then scores paths by likelihood, goal gain and execution cost to reduce communication.
Analysis of OMG-Agent (arXiv:2602.04144): a three-stage planner->retriever->executor that separates semantic planning from detail synthesis to curb hallucination and guide adoption.
InterPReT lets lay users restructure a policy via instructions and continue training from demonstrations. In a 34-user racing game study it improved robustness without hurting usability.
Step-by-step tutorial to prototype an Interfaze-style stack: multimodal perception modules, context-construction pipeline, and action layer with a thin controller and benchmark targets.
Agentic workflows and prompt coercion are the new attack surface. This tutorial shows a concrete, deployable boundary strategy (policy engine + sandbox + attested channels) to reduce agentic compromise risk — with configs, code, metrics and a founder cost/risk frame.
TMK prompts (Task / Method / Knowledge) raised LLM planning accuracy on PlanBench Blocksworld from 31.5% to 97.3%. Practical steps and reproduction tips for builders.
Waymo uses Google's Genie world model to build photorealistic, interactive driving environments that spawn rare edge cases—tornadoes, wildlife—so AV stacks can be stress-tested.
The Verge argues provenance manifests and in-band labels are brittle: transcoding, resharing, and model realism are breaking metadata-based safeguards against manipulated images and video.
Bouygues Telecom ends its year-long free Perplexity Pro offer on 11 Feb 2026. Eligible subscribers must activate it in their Bouygues account now — expect activation surges.
Anthropic analyzed 1.5M Claude conversations and defines three disempowerment patterns—reality, belief, action. Rare by percent but meaningful at scale; includes monitoring guidance.
Summarizes Google’s official origin story for the Gemini model name 'Nano Banana', with canonical links, exact phrasing to cite, and practical steps builders should add to docs.
Gemma Scope 2 makes open interpretability tools and reproducible trace exports available across the Gemma 3 family, enabling safety teams to probe and audit complex LLM behavior.