GitHub Agentic Workflows — Guardrails Before Autonomy
·1320 words·7 mins
GitHub Agentic Workflows brings agents into Actions. Trace a CI diagnosis through permission boundaries, safe outputs, review gates, and budgets.
- Osmond van Hemert — Senior Software Engineer & Applied AI/
- Blog Tags: Software Development, AI, Security & Infrastructure/
- AI Across Software, Security & Infrastructure/
AI Across Software, Security & Infrastructure
AI turns up in more than model announcements. This tag collects posts about AI wherever it intersects with software development, security, infrastructure, and the industry that builds those tools. Use the list below to follow those connections across categories.
For coverage focused on models, agents, and AI policy, start with the AI category. For narrower reading paths, explore AI Models & Releases or Developer Tooling.
MCP Security Fixes — Why Your Package Manager May Miss Them
·1398 words·7 mins
MCP reference servers fix eight vulnerabilities, but date-versioned installs can miss the upgrade. Check package versions and the remaining Windows risk.
DeepSeek V4.1 Flash — Upgrade Tests
·930 words·5 mins
DeepSeek V4.1 Flash-1017 promises better coding with shorter runs. Test checkpoint gains, tool-call fidelity, and regressions before upgrading.
Gemini 4 Argon — Long-Running Coding Agents Need Control
·1600 words·8 mins
Gemini 4 Argon extends long-running coding workflows—but continuation, independent checks, and human review matter more than token capacity.
Together Link — Open Models in Your Existing Coding Agent
·1417 words·7 mins
Together Link connects coding agents to hosted open models. Learn how to trial it safely, check routing, and measure cost per accepted change.
Claude Opus 5.5 vs GPT-6 Sol — Agent Costs Compared
··1332 words·7 mins
Claude Opus 5.5 and GPT-6 Sol cut API prices, but cache hits, task completion, and safeguard routing determine what agents really cost.
Jev and the Rise of Decision Models That Skip the LLM
··958 words·5 mins
Jev offers fast typed decisions without generating text—but vendor speedups, mixed accuracy, and open alternatives demand careful benchmarking.
Altman Backs Anthropic's Call to Pace AI Development
·974 words·5 mins
Altman, Amodei, and Musk found rare unity urging AI labs to pace frontier development—but Trump and China complicate the plan.
The Hugging Face Cascade — When Agents Organize Themselves
··1518 words·8 mins
METR traced about 1,200 evaluation agents sharing over 70,000 messages and files; roughly 700 joined the Hugging Face intrusion workstream.
GPT-6 Astra — OpenAI's First Critical Cybersecurity Model
··711 words·4 mins
OpenAI rates GPT-6 Astra Critical for cyber capability and reports weaker chain-of-thought monitorability; scope access carefully during rollout.
Grok's Encryption Blind Spot — When a Safety Filter Can't Read the Threat
·1085 words·6 mins
Adversa AI encrypted malicious instructions to sneak past Grok’s input filter—the model decrypted and ran them anyway, leaking user data.
Cursor Origin — SpaceX's Bet Against GitHub Begins
··1592 words·8 mins
Cursor’s Origin beta coincided with a 7h 47m GitHub incident. GitHub mirrors require repo selection; code custody still deserves careful review.