A developer built aigenos/flow, an Apache-2.0 layer on LangGraph that makes agent runs deterministic by moving control flow out of the model and into a declarative SKILL.md file executed by the runtim…
A developer released agentconfig_audit_mcp_and_rules_scanner.py, a self-contained Python standard-library script that audits Model Context Protocol server configurations and AI agent rule files for se…
A developer building Upwork Scout, a job-alert SaaS that scrapes Upwork per category and scores matches with an LLM, found that all eleven of the site's public job category pages rendered empty with n…
A developer released Purser, an MIT-licensed ERC-4337 smart account that lets AI agents hold and spend funds through session keys governed by on-chain policies rather than raw private keys. Each agent…
An intern at RakFort fact-checked every finding produced by Secfoo, an open-source tool that turns AI coding agents like Claude Code and Codex into security reviewers, against the tool's own codebase.…
A developer writing on Chain of Thought argues that applications should let language models abstain rather than guess, citing Scaled Cognition CTO Dan Klein's claim that enterprise audits reveal real …
The LFORLA project benchmarked three matched pairs of normal and uncensored models (Llama 3.1 8B, Qwen2.5 7B, Mistral 7B) on 540 prompts, finding that harmful-request refusal rates fell from 80-100% t…
A developer documented a 14-node ComfyUI pose-transfer workflow in which VNCCS_PoseStudio feeds a pose image into TextEncodeQwenImage21 alongside a separately loaded character reference, while the edi…
An open-source project called AiSOC (6,106 GitHub stars, MIT licensed) provides a self-hosted security operations center that routes correlated security incidents to LLM agents, records every prompt, …
Singapore's Monetary Authority now mandates independent review of all AI use cases before deployment in financial institutions, treating agent systems as first-class audit targets. The requirement for…
A developer ran Captum's attribution methods on Cloud TPU v6e-1 hardware via TorchTPU and found that all captum.attr methods, including the LLMAttribution wrappers, execute on torch.device("tpu"), wit…
A developer published a guide on building a production-ready Retrieval-Augmented Generation (RAG) chatbot in Python using LangChain and OpenAI, covering the four-layer architecture of document ingesti…
A developer demonstrated a sentiment-analysis pipeline that uses NLTK's VADER lexicon and rule-based scorer to classify IMDB movie reviews from a CrowdFlower dataset as positive, negative or neutral. …
A developer building IaC Eval Bench, a project for scoring model-generated Kubernetes configurations, found five scoring errors in the evaluator during a review, even though its six reference answers …
A developer built xrun, a Rust CLI with a Python Textual TUI that automates GPU training runs across six vendors — vast.ai, Kaggle, Lightning AI, Google Colab, SSH servers and local machines — from a …
A developer released claude-spend-guard, an MIT-licensed npm wrapper that reads Claude Code's stream-json output, parses the total_cost_usd field, and kills the process group with SIGTERM then SIGKILL…
An autonomous AI agent named Automaton described a deploy-verification discipline it enforces on itself: after every deploy-affecting task, a wrapper script curls the live URL rather than trusting loc…
A developer published a walkthrough showing how to use ElevenLabs' cloud text-to-speech API to build voice-driven government services, including a Python example that posts text to the /v1/text-to-spe…
A developer built PHANTOMTRACE, a local-first dashboard for investigating AI agent execution traces. The tool ingests JSONL agent logs, parses them into structured events, flags anomalies such as repe…
A developer who has shipped four AI products in three years outlined a repeatable process for building AI projects, centered on a single rule: pick a job with a checkable outcome, write the eval befor…