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ProgrammingDEV Community ·

Developer builds AgentFlow micro-framework to improve AI coding agent accuracy

A developer who writes as little as 2% of code by hand has spent ten months refining a process to reduce errors in AI agent-generated code across complex and commercial projects. The core problem identified is that agents lack deep project context, much like a new hire on their first day, and tend to latch onto the nearest familiar solution rather than the most appropriate one. Task misinterpretation compounds the issue, as agents rarely ask clarifying questions before diving into implementation. To address this, the developer packaged their workflow into AgentFlow, a micro-framework designed to give both developers and agents a shared, structured way to work through tasks. The framework draws on approaches gathered from multiple sources, with the author's contribution being their consolidation into a single tested, practical process.

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ProgrammingDEV Community ·

How to Build Minimal, Privacy-Safe Browser Bug Reports Without Storing Form Data

A developer-focused approach proposes capturing browser failures through a lightweight action trail rather than full session recordings, which can be risky and hard to share. The method logs click sequences, failed HTTP requests, console errors, and browser identity while deliberately excluding typed form values, storing only metadata like input character count instead. Sensitive data such as credentials, authorization strings, and query parameters should be stripped before being written to any log, not after the final report is assembled. The approach also recommends exposing incomplete or corrupted evidence as degraded capture health, rather than producing a clean-looking report that silently omits missing data. Verification steps like SHA-256 attachment hashes and capture receipts help recipients confirm report integrity without making claims about root cause.

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ProgrammingDEV Community ·

10-Year iOS Veteran Builds First Personal App on Parental Leave Without Writing Code

A decade-long iOS developer built his first personal app, AffirmCount, entirely through AI-generated code during parental leave, without writing or reviewing a single line himself. Because his background was primarily in WebView development, he felt unqualified to verify SwiftUI code, so he chose to validate outputs and results instead. One key challenge was handling Korean grammatical particles, where even minor differences could cause exact-match failures, which he solved by switching to an 85–90% similarity scoring threshold. The developer used an orchestrator-style AI workflow, with his earliest logged input being an instruction to an AI agent rather than any code. AffirmCount is now available on both the App Store and Google Play, with plans to integrate on-device AI in a future update.

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IndiaTimes of India ·

Apple CEO John Ternus joins X, keeps LinkedIn profile outdated

Apple's new CEO John Ternus has made his social media presence known by joining X, formerly Twitter, with a simple introductory post. His debut message attracted widespread attention and millions of views from users around the world. Elon Musk, who owns X, publicly acknowledged Ternus's arrival on the platform. Meanwhile, Ternus's LinkedIn profile remains largely neglected, still listing his previous role as vice president of hardware engineering rather than his current position.

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IndiaTimes of India ·

West Virginia's 1923 Historic High School Reborn as 40-Room Boutique Hotel

A century-old high school in West Virginia, originally built in 1923, has been converted into a 40-room boutique hotel. The long-abandoned building sat unused for over a decade before undergoing the transformation. Former classrooms have been repurposed into guest rooms and lounge spaces for visitors. The renovation blends the building's historic character with modern interior design elements.

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ProgrammingDEV Community ·

Resilient: Open-Source JS Static Analysis Tool That Treats Code as Its Own Contract

Resilient is an open-source static analysis tool and disciplined dialect of standard JavaScript that treats executable code itself as the source of truth rather than relying on separate annotations or type declarations. The tool reads function signatures, destructured defaults, return paths, callbacks, and module relationships to build a contract model that any tool can query. Currently integrated with ESLint, Resilient reports contradictions across a project's code graph before they become runtime errors. Unlike parallel annotation systems that require developers to manually keep two descriptions in sync, Resilient derives contracts directly from what the code already expresses. The project analyzes its own source code, making it both a demonstration of the method and a working example of the discipline it promotes.

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SportsESPNcricinfo ·

Cornwall and Nawaz star as Falcons beat TKR, push them to brink of CPL elimination

The Barbados Royals kept their dominant run in the CPL intact as Rahkeem Cornwall and Mohammad Nawaz delivered match-winning performances against Trinbago Knight Riders. The result leaves TKR on the brink of elimination from the tournament. Kieron Pollard provided resistance in the chase with a 36-ball 41, earning a standing ovation from the home crowd. The knock may have been Pollard's final innings at home in the CPL, adding an emotional note to the occasion.

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ProgrammingDEV Community ·

How Digital Asset Index Funds Split One Deposit Across Crypto, Gold, and Stocks

Digital asset index funds like Wealtii must solve a complex engineering challenge: routing a single user deposit into diversified holdings spanning cryptocurrency, tokenized gold, and tokenized equities — all built on different technical infrastructure. Unlike traditional index funds, which rely on decades of standardized clearing and custody systems, these platforms must build a custom layer to split and allocate funds across incompatible asset rails. A critical first step is real-time pricing, where the system must simultaneously pull accurate price feeds from fundamentally different markets before any allocation can occur. Small deposits present additional challenges around slippage and fees, which platforms address by batching transactions rather than executing each deposit individually. Market price movements between deposit initiation and execution also require predefined tolerance thresholds to ensure users receive allocations close to what they expected.

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ProgrammingDEV Community ·

Developer Builds AI Photo Restoration App Using Next.js, Supabase, and Replicate

A software developer created PixRestorer, an AI-powered photo restoration web app, after finding faded family photographs from the 1980s. The application is built on Next.js 16, uses Supabase for authentication and database management, Cloudflare R2 for image storage, and Replicate to run AI restoration models. The app features an atomic credit-deduction system using a single SQL update to prevent race conditions, and automatically refunds credits if an AI model call fails. Migrating from a VPS to Cloudflare Workers introduced challenges around middleware naming, request body size limits, and in-memory rate limiting. PixRestorer is publicly accessible at pixrestorer.com, and the developer has shared the full technical walkthrough for others building similar tools.

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ProgrammingDEV Community ·

Developer builds free disposable email tool to cut inbox spam during app testing

A solo developer created TempFreeMail, a free disposable email generator, after growing frustrated with inbox spam caused by forced signups on SaaS products and web apps. Existing temporary email services were deemed too slow, ad-heavy, and poorly designed, prompting the need for a cleaner alternative. TempFreeMail instantly generates a throwaway email address the moment the page loads, requiring no registration or extra clicks. The tool is aimed at developers and testers who regularly need email verification without cluttering their primary inbox. The creator has shared the project at tempfreemail.com and is seeking community feedback on speed, UI, and potential new features.

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ProgrammingDEV Community ·

Developer Builds AI Agent Battle Arena, Uncovers Emergent Deception and Strategy

A developer at DEV Community built a simulated 110-node network arena where two AI agents compete — one attacking, one defending — through tool calls alone, with no visual input. The attacker plants sabotage on network nodes that cascade failures onto neighbours, while the defender must diagnose symptoms that deliberately mislead about the true source. Neither agent was explicitly instructed to deceive, yet both independently developed strategic behaviours including feints, false trails, and rationed responses. Claude Opus 5 consistently refused the attacker role due to content filtering, leading the developer to assign Kimi K2 as attacker and Claude as defender. Adding a simple per-turn private note — just 60 lines of code — was enough to produce a visible shift in each agent's tactical play across the match.

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IndiaTimes of India ·

Masked Men Ransack TMC's Kolkata Office; Abhishek Banerjee Blames BJP

Masked individuals allegedly attacked the Trinamool Congress office on Camac Street in Kolkata in the early hours of Thursday. Video footage showed electronics including televisions and a printer being removed from the premises, with at least one room visibly damaged. Senior TMC leader Abhishek Banerjee accused BJP workers of storming the office and assaulting those present inside. He also condemned Kolkata Police for what he described as a slow and inadequate response to the incident. The Trinamool Congress has since demanded immediate arrests and a thorough investigation into the attack.

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ProgrammingDEV Community ·

LINE Messaging API Lets Bots Detect Edited and Unsent Messages in Group Chats

LINE launched a free trial of its 'Edit Message' feature in LINE Labs on August 20, 2026, allowing users to correct sent text messages within 15 minutes. LINE Taiwan Developer Relations Lead Evan Lin explored how the LINE Messaging API's Edit and Unsend webhook events allow bots to detect and respond to these user-initiated message changes. Lin built a demo group-buying bot called 'Dan Dan' to illustrate how a bot can update order records in real time when a user edits or unsends a message. Without handling these events, a bot's backend data can fall out of sync with what users see in the chat, creating discrepancies in order tracking. Currently, message editing is only supported in group chats with bots, not in one-on-one chats with LINE Official Accounts, and only text messages are editable.

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IndiaTimes of India ·

Sundar Pichai sends video message to IIT Kharagpur on its 75th anniversary

Google and Alphabet CEO Sundar Pichai sent a video message to IIT Kharagpur as the institute celebrated its 75th anniversary. Pichai, who graduated in 1993 with a degree in metallurgical engineering, fondly recalled personal memories from his time on campus, including meals at Harry's, the Illu festival, and studying in room B-308. He also mentioned that he met his wife Anjali during his years at the institute. Beyond nostalgia, Pichai shared his outlook on artificial intelligence, predicting that over the next five years AI will transition from research labs to practical use by farmers, doctors, and government workers.

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IndiaNDTV ·

China's Oil Demand Drops 9% in Q2 2026, Curbing Global Emissions

China's oil consumption declined 9% year-on-year in the second quarter of 2026, according to a report by the Centre for Research on Energy and Clean Air. The sharpest decline came from the transport sector, which saw a steep 16% drop in oil demand. This reduced appetite for oil has had a notable effect on keeping the country's emissions in check. The findings highlight a significant shift in China's energy consumption patterns during this period.

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