Lilith · selected stories
What is actually happening in AI. Selected stories, context and opinion without the promotional noise.
Atom feed ↗Warp is positioning the terminal as an agentic development environment rather than a command line wrapper. By open sourcing its client with OpenAI as a founding sponsor and leaning on GPT-5.5, it wants developers to set objectives and review outcomes while agents plan, code, test and open pull requests.
PromptArmor researchers demonstrated an attack chain in which Microsoft Copilot Cowork can help exfiltrate Microsoft 365 files through prompt injection. This is not only a product bug, but a warning for any agentic system with delegated permissions.
Codex is moving into the ChatGPT mobile app, not as a travel toy, but as a control layer for long-running work inside real development environments.
OpenAI and Dell want to bring Codex closer to enterprise data, hybrid infrastructure, and on-prem environments. Less flashy than a demo, much more important for enterprise adoption.
OpenAI is moving Education for Countries toward national AI education programs. This is not only about ChatGPT access, but about shaping infrastructure, training, and operating habits around AI in the public sector.
OpenAI published lessons from Parameter Golf: more than 1,000 participants, over 2,000 submissions, a 16 MB artifact limit, and 10 minutes of training on 8x H100. The important part is not only model compression. AI coding agents changed the tempo of research iteration.
OpenAI Academy positions Codex for finance teams: MBRs, reporting packs, variance bridges, model checks, and planning scenarios from working inputs. Less flashy than an app-generation demo, but more practical: an agent layer over repeated analytical prep work.
Sea Limited is deploying Codex across engineering, with OpenAI citing 87% weekly active users. The interview with Shopee's David Chen is not just about faster coding. It frames agents as a layer over complex codebases, CI/CD, tests, and system design.
CodexBar is an open-source macOS menu-bar app that unifies limit tracking, credits, reset windows, and incident status across 29 AI coding providers including Codex, Claude, Cursor, Gemini, Copilot and OpenRouter.
AgentMail provides real email inbox infrastructure for AI agents: inbox creation, sending, receiving, threads, attachments, webhooks, WebSockets, search, custom domains and MCP integration. The company announced a 6M USD seed round led by General Catalyst with Y Combinator participation.
Fello AI reviews SubQ's claims: 12M token context window, 52x faster prefill than FlashAttention on 1M tokens and frontier-class benchmark positioning. The numbers are striking enough to need independent verification before they change architecture decisions.
Latent Space uses the pullback of part of OpenAI's fine-tuning API as a useful reality check: for most AI products today the first step is not tuning weights but better evaluation, context, retrieval, tool use and workflow. Fine-tuning remains a strong tool, just not a universal fix for a poorly designed system.
Simon Willison tested Claude Code for web: Anthropic wrapped the local Claude Code experience in a hosted sandbox and made it usable from web and mobile. The important shift is not a more capable model, but a workflow change: coding agents become more valuable when they can run asynchronously and safely away from your laptop.
DeepMind introduced AlphaEvolve as a Gemini-powered evolutionary loop that automatically discovers better algorithms. Concrete production results: 30 % fewer errors in genomics, 20 % lower write amplification for Spanner, Klarna doubled transformer training speed.
OpenAI details how Codex runs in isolated environments: per-repo sandboxes, network restrictions, approval gates, and agent-native telemetry for safe enterprise adoption.
OpenAI outlines its layered approach to ChatGPT community safety: model safeguards, abuse detection, policy enforcement, and collaboration with external safety experts.
OpenAI launches a bio bug bounty targeting universal jailbreaks in GPT-5.5, with rewards up to $25,000 for critical biological safety findings.
ChatGPT Images 2.0 brings improved image generation focused on text accuracy in graphics, multilingual support, and advanced visual reasoning for production workflows.
Cisco and OpenAI describe deploying Codex as an agent in enterprise engineering workflows: build automation, defect fixes, and a shift toward agent-native development.
GPT-5.2-Codex targets long-horizon coding tasks across large context: large-scale code transformations, security fixes, and multi-file consistency.
