Blog
Notes and analysis on AI development.
Copilot LTS model makes coding agents enterprise infrastructure
GitHub Copilot has moved GPT-5.3-Codex to the default model for Business and Enterprise. The bigger story is not speed, but lifecycle, billing, and governance.
Codex goes on premises, and 4 million developers reveal the next bottleneck
OpenAI and Dell’s Codex partnership shows coding-agent competition moving from model quality into enterprise data, governance, and deployment location.
Dust Raises $40M as Enterprise AI Hits a Teamwork Bottleneck
Dust’s Series B is a signal that enterprise AI is moving from personal chatbots toward shared workspaces where people and agents operate together.
GitHub Copilot app turns coding agents into PR operators
The GitHub Copilot app technical preview moves coding agents from IDE assistance into issues, verification, pull requests, and merge follow-through.
Why Anthropic bought Stainless, the supply chain for agent connectivity
Anthropic buying Stainless signals that SDK and MCP server generation has become core infrastructure for agent-era API connectivity.
Honeycomb Agent Timeline turns agent failures into postmortem evidence
Honeycomb Agent Observability signals a shift from logging model calls to reconstructing agent workflows as production timelines.
Why OpenAI replaced certificates after signed malicious packages
The TanStack npm incident reached OpenAI Codex and ChatGPT Desktop certificate rotation, showing how AI development tools now inherit supply-chain trust risk.
PolyAI 10-Minute Voice Agents Expose the New Bottleneck in Contact Center AI
PolyAI opened its Agentic Dialog Platform. Raven, Agent Builder, and ADK show why voice-agent competition is shifting from speech quality to operations.
Mistral MCP Connectors turn agent integrations into a control plane
Mistral Studio Connectors move MCP from app-specific wrappers into central registration, direct calls, and approval-ready agent operations.
timveroAI cuts lending platform implementation from months to weeks
TIMVERO launched timveroAI, an agent grounded in lending platform source code and ontology. The more interesting story is domain agents after general copilots.
Mistral 3 675B sets a new baseline for open model competition
Mistral 3 packages a 675B MoE model with 3B, 8B, and 14B edge models under Apache 2.0, shifting open AI competition from benchmarks to deployment.
The My Lord recruiting bot exposed the real AI hiring risk
A LinkedIn profile prompt injection changed automated recruiting messages. The deeper issue is what happens when resumes and profiles become agent input.