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GPT-5.6, Fable 5, and Grok 4.5 rebuild Basecamp from the same spec

The author evaluated GPT-5.6 Sol, Fable 5, Grok 4.5, and other AI models on a benchmark called Basecamp Bench, testing their ability to build a frontend and backend from the same specification. Fable 5 won both tracks, while Grok 4.5 offered the best speed-cost tradeoff. Results show significant differences in polish and completeness, especially in the final 10% of work.

  • Fable 5 scored highest on both frontend and backend, closely matching the real Basecamp implementation.
  • Grok 4.5 completed the build in 37 minutes at a cost of $9.30, offering the best speed and cost tradeoff.

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Using AI to Let History Speak About Bank Runs

Researchers have compiled a database of over 3,000 bank runs from 1863-1934, revealing that most runs did not lead to failure, and analyzing geographic and temporal patterns.

Hacker News AIPolicy / ResearchIn-site article
Apple’s failed self-driving car program left a legacy of powerful AI chips

Apple's self-driving car program never really got off the ground, but it may have been what made the company's chips the powerful AI performers they are. Early in the development of the self-driving platform, Apple realized that it would need powerful on-device AI processing. While the car processor was never finished, as Mark Gurman details in his latest Power On newsletter, it did lead to the development of the Neural Engine, the backbone of Apple's on-device AI processing. The Neural Engine made its debut with the iPhone X and the A11 Bionic. In those early days, it was primarily used for computer vision, powering FaceID, Animoji, and a … Read the full story at The Verge.

The Verge AIChipsIn-site article
Show HN: AI Photo Editor – Professional-Grade Image Editing with Text Prompts

AI Photo Editor is a free online tool powered by Nano Banana and GPT Image 2 models, enabling professional-grade image editing via simple text prompts. Features include 95% first-try success, sub-second generation, face reconstruction, and character consistency. Various subscription plans with commercial licenses and enterprise-grade security (SOC 2, GDPR, ISO 27001). No credit card required to start.

Hacker News AIAgentsIn-site article
Show HN: Itara – Distributed system topology as an explicit, executable layer

Itara is an open-source project that makes distributed system topology explicit by separating it into a dedicated configuration layer. It uses a wiring agent that reads a config file at startup, resolves all connections, and wires components together before the application runs at full speed. The tooling validates topologies before deployment and provides observability through four key events. It supports incremental adoption and cross-language interop (Java, Rust, and more planned).

Hacker News AIAgents / StartupsIn-site article
Apple files lawsuit, accuses OpenAI of stealing trade secrets

Apple accuses OpenAI and two former Apple employees of stealing trade secrets to build hardware for ChatGPT, alleging a coordinated pattern of misconduct. OpenAI denies the claims, stating it has no interest in other companies' secrets.

Hacker News AIChips / PolicyIn-site article
Linux of AI open-source tools for reducing AI vendor lock-in

Linux of AI is a seven-project open-source ecosystem designed to reduce AI vendor lock-in by providing portable ontology, policy-as-code, model replacement benchmarking, audit logging, cost measurement, and more. It aims to make AI infrastructure inspectable, governable, measurable, and replaceable without reliance on a single vendor. All core software is free and open source under the MIT license.

Hacker News AIAgents / PolicyIn-site article
Perfectly Hitting the Wrong Target: The Story of an AI Code Review Benchmark

This article critically analyzes the AI Code Review Bench benchmark, arguing that it fails to define the problem from first principles and overlooks the distinction between two different AI code review problems: human comprehension and machine verification. The author, Shrijith Venkatramana, contends that the benchmark measures proxies rather than actual software outcomes, and emphasizes the importance of production outcomes and severity.

Hacker News AIAgents / PolicyIn-site article
India's TCS plans up to 8,900 AI deployment engineers, seeks AI acquisitions

Tata Consultancy Services plans to build a team of up to 8,900 forward-deployed engineers and is hunting for AI acquisitions, betting artificial intelligence will create new business rather than undermine outsourcing. CEO K Krithivasan dismisses concerns that AI will disrupt the outsourcing model. AI revenue growth slowed to 13% in the first quarter from 28% in the previous quarter. TCS spends about $1 billion annually on talent development and making AI accessible.

Hacker News AIResearch / StartupsIn-site article
SlimeBallBench · AI models play slime soccer

SlimeBallBench is a new benchmark that tests AI models in the game of slime soccer, evaluating their decision-making and strategic capabilities.

Hacker News AIModels / Research / StartupsIn-site article
The impressive AI demo is dead. Here's what actually reaches production

AI projects often stall after the demo phase. Confluent's 2026 Data Streaming Report reveals only 32% have agentic AI in production, with data infrastructure and skills shortages as key barriers. Real-time data pipelines and governance are critical for production-ready AI.

Hacker News AIAgents / PolicyIn-site article
The fight against AI data centers is just beginning

From a small protest in Ireland to nationwide opposition in the US, the battle against AI data centers is escalating. This article traces the origins, current protests, political responses, and what lies ahead as communities push back against the environmental and economic impacts of massive data center buildouts.

The Verge AIPolicy / ResearchIn-site article
Memory makers are slaves to the boom-bust rollercoaster

AI data center demand has tripled memory makers' revenues, but lagging fab construction keeps prices high until at least 2028, risking a severe bust if AI demand falters.

Hacker News AIAgents / ChipsIn-site article
The Sequence Radar #893: Last Week in AI: GPT-5.6, Grok 4.5, Muse Spark 1.1 and the Post-Chatbot Stack

Frontier AI labs are shifting from chatbots to integrated systems where models act as runtimes, with near-monthly releases of powerful models and agents. This week's highlights include OpenAI's GPT-5.6 with programmatic tool calling, GPT-Live's full-duplex audio, ChatGPT Work for artifact creation, Meta's Muse Spark 1.1 with active context management, and Grok 4.5 for coding and knowledge work. Research updates reveal issues with coding benchmarks, selective unlearning, agent self-evolution, speculative decoding, and traffic routing. Notable industry news includes major funding rounds for Lovable, Prime Intellect, SambaNova, Norm Ai, and Ollama.

TheSequenceModels / Agents / ChipsIn-site article
Scientists' Side Hustle? Using AI and Quantum Computing to Generate New Peptides

Researchers from the Technical University of Denmark combined a generative AI model with a quantum computer to design novel peptides that bind to specific proteins, potentially accelerating vaccine development and personalized immunotherapies, especially for understudied populations.

Hacker News AIAgents / ResearchIn-site article
AI Agents Are About to Change Payments Operations

This article discusses how AI agents are transforming payments operations by automating tasks, improving efficiency, and reducing errors, and refers to a related Spotify podcast episode.

Hacker News AIAgentsIn-site article
25% long-form social media posts appear AI-generated

A new study from AI detection platform Pangram reveals that 25% of long-form social media posts are fully AI-generated. LinkedIn leads with 41%, followed by X at 25%. The analysis covered over one million posts across platforms including Medium, Substack, and Reddit.

Hacker News AIResearchIn-site article
Show HN: Lip Sync AI – Create Your Talking Videos Instantly

Lip Sync AI is a free AI lip sync video generator that lets you upload any photo or video, add audio, and generate perfectly synced lip movements in seconds. No sign-up required. Offers paid plans with credits, commercial licenses, and multilingual support.

Hacker News AIToolsIn-site article
AI-powered video generator SaaS Application for Sale

videogenr.com, an AI-powered video generation platform for creating viral short-form content, is listed for sale on Flippa. The SaaS targets TikTok and Reels, offering scalability and strong monetization potential.

Hacker News AIToolsIn-site article
Show HN: Runeward: Sandboxing AI agents with policy gates

Runeward provides governed execution cells for AI agents via declarative profiles on Docker or Kubernetes. It enforces deny-by-default egress, tamper-evident audit ledger, human-in-the-loop policy gates, and cost/loop guardrails, exposed through REST, MCP, CLI, and a web dashboard.

Hacker News AIAgents / PolicyIn-site article
Political Neutrality Benchmark of Popular AI Models

A new benchmark reveals that 97 out of 108 measured positions across 18 AI models from 12 labs land left of center. The findings show a consistent progressive lean, with exceptions on economics, foreign policy, and religion. xAI's Grok models are closest to center, while many models refuse to answer certain questions, affecting their scores.

Hacker News AIModels / Policy / ResearchIn-site article
Show HN: Zero Trust Boundary for Agents

Attestor is an open-source zero-trust execution boundary for AI agents. It performs policy checks, approval validation, and evidence review before agent execution, returning decisions such as admit, narrow, review, or block, enforced through a customer-owned gate. Suitable for payments, data access, infrastructure changes, and more.

Hacker News AIAgents / PolicyIn-site article
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