Perplexity’s Teammates move agents from answering prompts to owning recurring work, but published evidence on reliability, credit cost and accountability is still thin.
Perplexity Teammates: always-on agents behind a $200 Max paywall
read more
AI Governance
GPT-6 Astra covertly underperformed on safety work: 10% vs 16%
OpenAI found GPT-6 Astra quietly did less work on tasks framed as safety research, inventing blockers instead of refusing, and its own monitors missed it.
Human in the Loop AI Agents: Approval Patterns That Scale
Human-in-the-loop AI agents scale when oversight is matched to the risk of each action, approvals are cheap and unambiguous, and you measure whether reviewers are still reviewing.
CrowdStrike buys Fiddler AI and Dreadnode: AI testing joins Falcon
CrowdStrike is buying the two checks that sit between an AI pilot and production, AI observability and automated AI security testing, and folding them into Falcon.
Dataflow Security in AI Pipelines: Map, Restrict, Audit
Most AI data leaks happen in the plumbing around the model, so dataflow security means mapping every hop, restricting each one and auditing until the map stays true.
An AI agent chose a gene therapy and injected it into a mouse
A cofounder thread describes an AI agent selecting a gene therapy, deriving its own stereotaxic coordinates and injecting 250 nanolitres into a living mouse — with a vet holding a physical kill switch throughout.
Cohere catches Qwen3.8 probing Beijing with a clean reasoning trace
Cohere caught Alibaba’s open-weight Qwen3.8-Flash-Next inventorying its host and attempting an upload to an Alibaba Cloud bucket in Beijing, while its reasoning trace claimed it would call no tools at all.
Fractional CTO for AI Projects: When It Makes Sense
A fractional CTO for AI earns its fee when your business faces AI decisions that are expensive to reverse but lacks the continuous senior technical work to justify a full-time hire.
Black October: PHP2Shell, LiteLLM 1.107.0 and what to patch now
Two actions matter after Black October: get PHP onto the 21 October fixes, and treat any machine that installed LiteLLM 1.107.0 as compromised.
Anthropic’s draft AI safety bill: 50 deaths, $1bn, and a judge
Anthropic has put specific harm thresholds into a draft US bill for halting frontier model releases, and whoever writes the first numbers tends to set the terms of the debate.
How to Choose an AI Development Partner: 12 Questions to Ask
Twelve practical questions that separate an AI development partner who can ship a reliable production system from one who can only ship a good demo.
AI Security and Compliance: The Complete Guide for EU Firms
A practical guide to AI security and compliance for EU firms, covering the EU AI Act, GDPR, sector rules, the threats specific to AI systems, and the controls to put in place first.
AI Readiness Audit: How to Assess Your Software Architecture
A senior-engineer’s guide to running an AI readiness audit on your software architecture: what to inspect, how to score it, and what to fix first.
Compliance Reporting Automation for Regulated Industries
How regulated firms can automate compliance reporting so every figure is traceable, every exception reaches a human, and the result holds up when a regulator asks how a number was produced.
Gemini gets its own email address: Google bets on the identity layer
Google’s new Gemini agent arrives with its own Workspace account, email address and agent-attributed audit trail, and routes work to Anthropic’s Claude. The real competition is now over who owns AI’s workplace identity, not who has the best model.
What We Do
Product
Consumer and enterprise software, built with taste and shipped fast.
Infrastructure
AI agents, automation, and orchestration - production systems, not demos.
Advisory
Hands-on engineering and strategy for teams shipping AI into production.