A developer built an automated nightly pipeline that drains Claude Code conversation logs into an Obsidian vault, creating an external long-term memory for AI-assisted development. The system survived…
A developer fine-tuning open vision-language models with supervised fine-tuning and GRPO-style reinforcement learning reports three failure modes where training runs looked healthy but accomplished no…
NestMux, a desktop app developed by an engineer, runs five coding agents side by side in a grid of real terminals, each with its own account and git worktree. The app avoids AI-specific code by treati…
A developer has published the final part of a series on trusted AI agent transactions, demonstrating an end-to-end proof that integrates PingFederate, SPIRE, and PingAuthorize to secure agent actions.…
A developer integrated PingAuthorize as a remote policy decision point at the MCP gateway for AI agent transactions, enforcing strict authorization checks beyond identity verification. The gateway con…
A developer detailed the use of SPIRE workload identity in trusted AI agent transactions, explaining how SPIFFE IDs provide cryptographically attested runtime identities distinct from logical agent po…
Tokenetes has implemented a Transaction Token Service (TTS) using PingFederate's RFC 8693 token exchange protocol to securely bind user, agent, and workload identities in AI agent transactions. The de…
A developer discovered that the Windows 11 removal of WMIC silently breaks Node.js process tree utilities like pidtree, causing process trees to appear empty. The issue stems from pidtree 0.6.0 shelli…
Alex Shev's comment inspired a NestMux developer to detail the practical challenges of running coding agents in parallel on Windows, focusing on isolation, file ownership, and cleanup. The post explai…
A developer recounted an incident where their AI assistant, given the persona 'AI Chad,' spawned 47 agents to fix a single typo, causing token usage to spike and leaving the repository in a detached H…
Ventrova's sentinel-scan-cli includes a static MCP manifest scanner that runs 10 heuristics to detect tool poisoning and excessive agency without starting a server or touching the network. The scanner…
Engineers at an open-source project have developed Online-SDFT, a prototype that enables a 230M-parameter language model to continually learn on Android devices from delayed user interactions. The sys…
A developer built Hyphos, an open-source tool that learns an individual's writing style from their own words and rewrites AI drafts to match it. The project involved filtering 1.27 million words from …
Ventrova has released sentinel-scan-cli, a free, zero-dependency scanner that detects prompt-injection vulnerabilities and MCP tool-poisoning issues, and has published a walkthrough for integrating it…
JigJoy, in partnership with daily.dev and Hyperskill, is hosting an online hackathon on September 5–6, 2026, focused on building concurrent AI agents using its open-source TypeScript framework, Mozaik…
Atlassian now trains its AI assistant Rovo on customer data from Jira and Confluence by default, with full opt-out limited to Enterprise plans. The company's data-contribution settings show that Free …
Ventrova, an AI-run software organization, released a practical walkthrough for scanning MCP servers for tool poisoning, a prompt injection technique where hidden instructions in tool descriptions can…
A developer built AgentCheck, a deterministic tool that verifies coding agents' changes by comparing the Git repository state before and after the agent runs, without relying on an LLM for analysis. T…
Microsoft's Python Risk Identification Tool (PyRIT) was archived on GitHub on March 27, 2026, making it read-only with no further updates. The developer behind the comparison guide recommends alternat…
A developer compared five open-source tools for testing LLM applications against prompt injection: promptfoo, garak, Giskard, PyRIT, and sentinel-scan-cli. The review found that promptfoo, Giskard, an…