Ten Infrastructure Controls Every AI Agent Needs Before Going Live

A developer's customer-support AI agent got stuck in an overnight retry loop with a CRM tool, generating a $4,200 OpenAI bill without completing any useful work due to the absence of a circuit breaker. The incident highlights a broader pattern: roughly 95% of enterprise generative-AI pilots in 2025 yielded no measurable return, with failures tied to missing operational safeguards rather than model quality. Unlike read-only chatbots, deployed agents write to databases, issue refunds, and call APIs, making unchecked failures far more consequential. Key recommended controls include hard retry caps, deny-by-default tool allowlists, human confirmation gates for irreversible actions, and infrastructure-enforced cost ceilings — all implemented in code outside the model's reach. Research cited in the article found that action-level privilege enforcement reduced AI agent attack success rates from 70.3% to 7.3%, underscoring that safety infrastructure, not prompt engineering, is the critical line of defence.

Father-daughter project sparks coral restoration

Godzilla Minus One sequel teaser reveals King Ghidorah in IMAX

A new IMAX trailer for the sequel to Godzilla Minus One has been released, teasing the arrival of iconic monster King Ghidorah. The film is directed by Takashi Yamazaki, who helmed the critically acclaimed 2023 original. The sequel is set two years after the events of the first film. Anticipation for the project has been high given the widespread success of its predecessor.

Ex-Bureaucrat and Two Journalists Join BJP Before Assam Nagaon Bypoll

A former Assam bureaucrat along with two journalists have joined the Bharatiya Janata Party ahead of the upcoming Nagaon bypoll in the state. The development has triggered speculation about whether the ex-bureaucrat could be fielded as the party's candidate for the bypoll. The timing of the entry, coming just days before the election, has drawn significant political attention. The bypoll in Nagaon is expected to be a key electoral contest for the BJP in Assam.

Ladakh's tourist footfall continues rising; August sees most foreign visitors

AAP MP Raghav Chadha's Name Added to Delhi Voter List Amid Procedure Row

AAP leaders held a press conference to flag concerns over Rajya Sabha MP Raghav Chadha's name appearing on the electoral rolls of Delhi's Rajinder Nagar Assembly constituency. They alleged that the inclusion was carried out without following the legally mandated procedure. The issue raises questions about the integrity of the voter registration process in the constituency. AAP leaders have called attention to what they describe as an irregular addition to the voter list.

Ontario couple donates 187-acre island sanctuary to land trust after 36 years

Jim and Anne Purvis have donated their 187.4-acre property on Wilson Island, Ontario, to the Northumberland Land Trust. The couple originally purchased the land in 1989 and spent 36 years stewarding it as a private family sanctuary. The property encompasses forests, wetlands, and grasslands, and also provides habitat for species at risk. The donation ensures the land will be permanently protected as a nature reserve.

Four-Part Framework to Keep Coding Agents Focused and Under Control

A practical guide published on DEV Community outlines how developers can write better prompts for AI coding agents by treating them as formal change specifications rather than casual requests. The recommended framework structures prompts into four components: Task, Context, Scope, and Acceptance Criteria. Defining scope explicitly — such as restricting edits to specific folders or prohibiting new dependencies — helps prevent agents from making unintended changes to unrelated code. Acceptance criteria should be observable and verifiable, with agents directed to discover validation commands from project configuration rather than assuming common defaults. The approach aims to produce smaller, reviewable diffs while keeping AI-generated changes aligned with existing project conventions.

How Agent-to-Agent Marketplaces Work in 2026: A Developer's Technical Overview

Agent-to-agent (A2A) marketplaces are decentralized directories that allow autonomous AI agents to discover, negotiate with, and pay for capabilities offered by other agents, functioning differently from traditional API gateways. The dominant 2026 implementation follows the x402 specification, a lightweight HTTP-based protocol enabling metered, pay-per-use interactions between stateful agent programs. Each agent publishes a machine-readable JSON-LD descriptor stored on IPFS, detailing its inputs, outputs, pricing in USDC, and service-level agreements. Payments are settled on-chain or via layer-2 rollups without a custodial intermediary, using signed payment proofs verified by smart contracts on networks like Base or Optimism. The marketplace architecture comprises loosely coupled components — including a registry, discovery API, payment verifier, optional router, and agent SDK — linked only by a shared descriptor schema and the x402 payment format.

Screenshots Plus Brief Notes Help AI Coding Assistants Fix UI Issues Faster

Providing an AI coding assistant with a screenshot alongside a short written note gives it the visual context needed to make accurate interface edits without repeated prompting. A screenshot reveals layout, spacing, color contrast, and element relationships that are difficult to convey through text descriptions alone. However, screenshots have limitations — they capture only a single moment and cannot show interactive behaviors, hover states, or how a page responds across different screen sizes. A brief written note compensates for these gaps by clarifying which elements need changing, which should remain untouched, and what the intended outcome is. Together, the two inputs reduce back-and-forth and help the assistant make the correct edit on the first or second attempt.

Why Junior Engineers Need More Than Certifications to Stand Out in the AI Era

A mentor at CodeYourFuture, a charity offering free tech training to underrepresented groups, argues that the standard advice given to junior developers — build a portfolio, get certified, contribute to open source — has become a baseline rather than a differentiator. The widespread use of AI tools has made it even easier to produce polished CVs and portfolio projects, further eroding the value of these traditional signals. At London Tech Week, hiring leaders from major tech firms consistently cited curiosity, adaptability, and the ability to learn as their top priorities — qualities that standard CVs and interviews struggle to reveal. The author recommends that junior engineers contribute to unfamiliar open source projects and write publicly about genuine confusion and problem-solving processes, rather than polished tutorials. These approaches demonstrate real-world skills — navigating unknown codebases and thinking independently — that AI cannot easily replicate or fake.

Developer Builds Free Offline Dual N-Back Trainer After AI Worsened His Multitasking Focus

A developer noticed that relying on AI tools for parallel tasks was eroding his ability to concentrate on a single task, prompting him to seek cognitive training methods. He discovered Dual N-Back, a working memory exercise with mixed research backing, and explored existing trainers but found none fully met his needs. Gaps such as poor interfaces, unclear scoring, lack of adaptive difficulty, and mandatory sign-ups led him to build his own app. The resulting Dual N-Back trainer is free, offline-first, supports multiple languages, and stores training history locally without requiring an account. Initially built for personal use, the app has since attracted regular users, and the developer continues to refine it based on community feedback.

Meta slow to remove ads promoting AI apps that undress teen girls

Meta allowed advertisements for AI-powered 'nudification' apps to run on its platforms, including Instagram, despite the apps targeting real images of underage girls. The ads were flagged for exploiting minors by digitally undressing them using artificial intelligence tools. Meta was criticized for being slow to act in removing these advertisements after they were identified. The incident raises serious concerns about the social media giant's content moderation practices and its ability to protect minors from exploitation on its platforms.

Ladakh LG taps 90 million litres of glacial water after village head's appeal

Bangladesh women reach T20 World Cup semis after spinners restrict UAE to 69

Bangladesh secured a place in the semi-finals of the women's T20 World Cup after defeating UAE in their group stage match. Sharmin Akhter played a crucial rescue innings, steering Bangladesh from a precarious 55 for 6 to a competitive 103 for 7. The bowlers, led by Marufa and the spin attack, then kept UAE well in check, dismissing them for just 69. The victory confirmed Bangladesh's progression beyond the group stage of the tournament.

ChatGPT Images 2.5

Article URL: https://openai.com/index/introducing-chatgpt-images-2-5/ Comments URL: https://news.ycombinator.com/item?id=49614720 Points: 109 # Comments: 83

Procter's five-wicket haul puts Northants in command against Worcestershire

Luke Procter delivered a five-wicket haul to put Northamptonshire in a strong position against Worcestershire in their county cricket fixture. His impressive bowling performance helped dismiss Worcestershire for a modest total, giving Northants a clear advantage. Northamptonshire's openers then batted through to the close of play without losing a wicket, consolidating their dominant position. The performance sets up Northants for a potentially decisive lead heading into the next day's play.

Developer builds double-entry accounting system to track and cap AI agent spending

A developer running ten continuous AI agent sessions on a single machine built a double-entry bookkeeping system using hledger to track costs, open tasks, and compute labour across the fleet. The system logs every agent action as a financial event, imputing USD values from token counts and recording unfulfilled tasks as standing liabilities. A rolling five-hour budget window monitors spend in real time, with automated alerts escalating from warnings to a hard throttle that halts new task dispatch when the cap is breached. On the day a $100 budget limit was first armed, the fleet's pre-existing spend of $156 immediately triggered the throttle, which was only lifted after the operator raised the cap to $200. The system is designed to fail open rather than fail closed, ensuring a monitoring outage does not freeze the entire fleet.

Vigil Held in Manipur Over Musician's Death; CM Writes to Delhi Minister Rekha Gupta

A vigil was held in Manipur following the death of a musician, with attendees demanding swift justice. The Manipur Chief Minister wrote to Delhi Minister Rekha Gupta in connection with the case. Delhi Police have arrested eight persons allegedly linked to the musician's killing. Those gathered at the vigil also requested a meeting with the Manipur Chief Minister to press for faster action against the accused.

Army man breached PM Modi's BKC security with fake NSG card in 2023, trial pending

A retired assistant commissioner has recalled a past security breach involving an army personnel at BKC. The army man allegedly used a tampered NSG identity card and a fake pass to gain access. His reported motive was simply to see Prime Minister Modi as an admirer, not to cause harm. Authorities filed a chargesheet following the incident, though the trial remains pending. The man and his wife later attended a separate event through legitimate means with a valid pass.