Signals
Living coverage of topics worth tracking. Updated as the landscape shifts. Updated regularly as the landscape shifts.
- A living signal on engineering in 2026. Cursor 3 ships an Agents Window for multi-agent coding workflows; JPMorgan Chase mandates AI tool use for 65,000 engineers and ties performance ratings to adoption.
- Living post tracking the AGENTS.md space. Last updated 4 April 2026. Core thesis holds: the context file is the primary differentiator in AI coding results, and most repos still leave the security section blank.
- A living snapshot of decentralised finance: Aave V4 deployment imminent, Lido Earn platform live with EarnUSD and EarnETH vaults, Solana Alpenglow consensus upgrade on testnet targeting mid-2026 mainnet, and Bitcoin DeFi led by Babylon at ~$5B TVL searching for a new catalyst. TVL recovering in the $95-130B range.
- GE-Proton 10-34 ships targeted fixes for God of War Ragnarok, Final Fantasy XIV, and Assassin's Creed 1. Forza Horizon 6 confirmed for Steam Deck at May launch. Epic lays off 1,000+ amid Fortnite decline, raising questions about the EAC Linux holdout. NTSYNC now shipping by default in SteamOS 3.7.20 beta.
- Tracking the crypto security landscape: Q1 2026 DeFi losses confirmed above $142M across 15+ incidents; Balancer Labs winds down from hack fallout; Resolv Protocol loses $25M to an AWS KMS key compromise; and the first major US criminal prosecution for a DeFi smart contract hack charges the Uranium Finance attacker five years on.
- As of 4 April 2026, the thesis holds. A quieter day following the TBPN acquisition signal -- no new developments that shift the signal-integrity picture.
- 4 April 2026: Quiet day -- the thesis holds. The post continues to track the emerging consensus that productive AI-assisted coding maxes out at roughly four hours per day.
- 4 Apr -- Quiet day, thesis holds; the post continues tracking the mental health crisis unfolding across software engineering as AI reshapes professional identity and working conditions.
- Microsoft ships its first original in-house AI models (MAI series) under Mustafa Suleyman's superintelligence team; Suleyman claims 'top three lab' status, challenging the post's framing of Microsoft as distribution partner rather than frontier lab.
- An honest account of why this blog uses AI to research and write, what that process looks like, and what it means for how you should read it. Last updated 3 April 2026 -- Fortune reporter publishes 600+ AI-assisted stories with inconsistent disclosure; the disclosure gap is now mainstream industry practice.
- Updated 3 April 2026: Google releases Gemma 4 under Apache 2.0 -- the 26B MoE activates only 3.8B parameters at inference, the 31B Dense hits #3 on Arena, and E2B/E4B run on Raspberry Pi at 6GB RAM; Gemma is now a credible primary alternative to Qwen for self-hosted inference.
- Tracking the development of trustless infrastructure: zero-knowledge proofs, zkEVM scaling, DAO governance experiments, smart contracts as programmable law, and the convergence of AI and cryptographic verification. This week: Drift Protocol lost $285M to an admin key compromise combined with oracle manipulation -- the largest DeFi exploit of 2026, and a clear demonstration of how trustless code fails when the control layer isn't trustless.
- Engineers are splitting into three groups in response to AI: Path 1 (adapting and thriving), Path 2 (struggling but reachable), and Path 3 (in crisis). Field interviews across multiple engineering orgs now confirm the bimodal adoption split, a new 'Product Engineer' job redefinition adds pressure on Path 2 and 3, and Willison's Lenny podcast quote -- 'it's tough for people in the middle' -- gives direct voice to the thesis.
- 3 Apr 2026 -- Quiet day; Oracle's April 1st cuts remain the latest concrete data point, thesis holds.
- A living guide to building your own AI-capable and gaming machine. Three tiers at £500, £800, and £1500 for AI inference and gaming/general purpose, GPU quick reference, and what to avoid in 2026. Updated 1 Apr 2026: AMD RX 9060 XT 16GB arrives at the RTX 5060 Ti 8GB MSRP price, reshaping mid-tier options; DDR5-5200 documented rising from $100 to $400+ in five months; US semiconductor tariffs take effect today.
- Anthropic's Claude Code source code was accidentally leaked via an unobfuscated npm source map, exposing an unreleased always-on background agent daemon (Kairos) and a prompt instructing the system to hide AI authorship in git commits. A concurrent supply chain attack distributed a Remote Access Trojan via poisoned axios npm dependencies during a three-hour window. Updated 2 April 2026.
- Memory inflation has spread from gaming hardware into smartphones and ultra-low-cost consumer devices. The thesis holds: no new data points shifted the picture on 1 April 2026, with the shortage trajectory intact and the 2028-2030 relief window unchanged.
- Anthropic's leaked Claude Code source reveals an 'Undercover Mode' for stealth AI contributions to public open-source repos without attribution, documenting the accountability gap inside a major lab's own tooling; NVIDIA OpenShell gains broad enterprise security partnerships, confirming agent governance is now a baseline category expectation.
- Practical safety engineering for AI agents -- not theory. Updated 1 April 2026: Anthropic accidentally leaked the Claude Code source code, revealing Undercover Mode -- a built-in feature designed to conceal AI identity in public repo commits, extending the accountability gap to the vendor infrastructure layer.
- A living signal tracking infosec: CVEs worth knowing, supply chain attacks, cloud security incidents, AI/agentic security risks, and practical mitigations for engineering teams. This week: Citrix NetScaler CVE-2026-3055 (CVSS 9.3) allows unauthenticated session token extraction from SAML appliances; BeyondTrust CVE-2026-1731 now confirmed in active ransomware campaigns; AnythingLLM ships a textbook SQL injection; LAPSUS$ claims a 3GB AstraZeneca breach.
- Engineers are splitting into three groups in response to AI: Path 1 (adapting and thriving), Path 2 (struggling but reachable), and Path 3 (in crisis). Another quiet day -- nothing new shifts the framework.
- Tether hires KPMG for its first-ever full audit of $185B in USDT reserves as GENIUS Act compliance looms; CLARITY Act markup postponed after Coinbase rejects yield ban; SEC's March 27 statutory deadline on 91 ETF applications passes with no confirmed outcome by market close.
- Practical safety engineering for AI agents -- not theory. Updated 27 March 2026: Anthropic ships auto mode for Claude Code -- the AI now decides which actions are safe enough to proceed without asking the developer. Safety criteria are undisclosed.
- 27 Mar 2026 -- Quiet day, thesis holds. No new employer headcount signals or labour market data today. Salesforce's zero-hire policy (24 Mar) remains the most recent concrete employer signal.
- Anthropic has shipped Dispatch inside claude.com: scheduled tasks, proactive updates, and persistent memory as a native consumer feature. The reactive-to-proactive shift that defines a Claw is now available without self-hosting.
- Reports in The Atlantic and Futurism document that the New York Times has been publishing AI-generated opinion pieces without disclosure -- the signal-degradation pattern documented across HN comments and academic peer review has now reached mainstream journalism.
- First ARC-AGI-3 scores are in: Symbolica's agent scores 36.08% for $1,005 while frontier CoT baselines (Opus 4.6 Max, GPT-5.4 High) score 0.2-0.3% at up to $8,900 -- a categorical illustration of the agent benchmark gap. Updated 27 March 2026.
- A quieter day on 26 March -- nothing new shifts the thesis. All major data points from this week (Micron Q2 2026 earnings, Samsung $73B capex, SK Group shortage-to-2030 forecast) remain the dominant signals; the supply squeeze thesis holds.
- An honest account of why this blog uses AI to research and write, what that process looks like, and what it means for how you should read it. Last updated 26 March 2026 -- quiet day, thesis holds.
- Updated 26 March 2026: Intel Arc Pro B70 launches with 32GB VRAM at $949, the first single card to hit that tier under $1,000; first-person LiteLLM malware incident account adds depth to the supply-chain risk section.
- Next.js v16.2 adopts AGENTS.md as a first-class feature, auto-generated by create-next-app and bundling version-matched docs inside the package. One of the world's most widely deployed frontend frameworks now treats AGENTS.md as generated infrastructure, not optional configuration.
- 26 March 2026: Mario Zechner names agent error-compounding without learning as a structural argument for mandatory human oversight -- reinforcing the cognitive debt section with a precise mechanism.
- 26 Mar -- Quiet day, thesis holds. The core argument stands: AI is amplifying burnout, fragmenting professional identity, and accelerating a transition engineers are navigating without adequate support.
- ARC-AGI-3 launches: AI scores 12.58% on agentic tasks where humans score 100%, providing the clearest empirical illustration of LeCun's AMI Labs thesis; Cursor's flagship Composer 2 model revealed as built on Chinese open-source Kimi K2.5 from Moonshot AI.
- A practical self-build guide for gaming and everyday use in 2026. Three tiers at £500, £800, and £1500 -- covering what to build, why, and where the real value sits.
- A practical buying guide for engineers who want to run local AI models and agents in 2026. Three tiers at £500, £800, and £1500, with honest assessments of what each actually runs.
- No material updates -- quiet Sunday for this topic.
- The model landscape has shifted again: Qwen 3 replaces Qwen 2.5 as the self-hosting recommendation, Llama 4 Scout and Maverick are now options for local inference, and the Mac Studio cluster story has changed the team-scale economics calculation.
- NemoClaw is Nvidia's enterprise agent security stack for OpenClaw -- a single-command install that adds OpenShell sandboxing, policy-based guardrails, and a privacy router to autonomous agents. Launched at GTC 2026 on March 16. This signal tracks how the enterprise AI agent security infrastructure layer develops.
- A quieter Saturday -- no new developments that shift the post's thesis. Coverage spans key labs (OpenAI, Anthropic, DeepMind, Zhipu, Qwen, Mistral, DeepSeek, xAI, Meta) and researchers worth following.