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Programming

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ProgrammingDEV Community ·

How Computers Work: From Binary Switches to CPUs, Memory, and Processes

Computers operate using only two states — on and off — represented as 1s and 0s, known as binary digits or bits. Groups of eight bits form a byte, which can encode letters, numbers, and images using agreed standards like ASCII. A CPU processes instructions in a continuous three-step cycle of fetch, decode, and execute, performing these operations billions of times per second. Computers use two types of memory: RAM for fast, temporary active work and ROM for slower, permanent storage, ensuring efficiency by loading only needed data at a time. RAM itself is organized into a stack for small, short-lived data and a heap for larger, flexible data, while the CPU runs separate isolated processes for each application, subdivided into threads for parallel tasks.

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ProgrammingDEV Community ·

Developer Builds AI Pipeline to Turn Voice Notes Into GitHub Pull Requests

A developer set out to simplify task capture on mobile by connecting ChatGPT to the task manager TickTick, allowing spoken ideas to be automatically sorted into planning categories like Backlog or Not Sure. The project expanded when he added a rule: certain trigger phrases like 'you can do it now' would authorize ChatGPT to create a GitHub Issue with enough context for a coding agent to act on. That agent is designed to follow repository instructions, implement the change, and open a Pull Request for human review. He is also building a local runner to pick up agent-ready Issues and execute them using OpenAI Codex, though early tests have surfaced issues with CLI flags, Windows commands, and error recovery. The pipeline is not yet fully functional end to end, but the developer says the process is revealing what a reliable automated development queue actually requires.

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ProgrammingDEV Community ·

Free browser game teaches Linux and Docker commands with no installation required

A developer has launched DockerLinux, a free browser-based game designed to help beginners learn Linux and Docker through hands-on practice. The tool simulates a Linux terminal and Docker environment entirely in JavaScript, requiring no installation, account, or real machine. Players progress through structured missions, earning XP and achievements, with contextual lessons and three-tier hints provided after each command. The simulation supports core Docker features including container lifecycle management, volumes, networks, and docker compose, as well as standard Linux shell operations. Available at dockerlinux.com, the project is open to feedback from both beginners and experienced Docker users to improve accuracy and expand future levels.

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ProgrammingHacker News ·

Half of Small-Business Websites Fail All Seven Basic Security Header Tests

A study analyzing 4,688 small-business websites found that nearly 49.7% met none of seven standard security header criteria. Security headers are basic HTTP response directives that help protect websites and their users from common attacks such as cross-site scripting and clickjacking. The research, published in 2026 by RackCrunch, highlights a widespread gap in fundamental web security practices among small businesses. The findings suggest that a large portion of small-business site operators may be unaware of or have neglected these relatively straightforward protective measures.

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ProgrammingDEV Community ·

Apache Tomcat 11.0.26 Patches HTTP/2 Race Condition That Leaks Request Trailers

Apache Tomcat has released version 11.0.26, fixing CVE-2026-77762, a race condition in which a stale HPACK emitter can inject trailer fields from one HTTP/2 request into another recycled request object. The flaw affects Tomcat versions 11.0.0-M1 through 11.0.25, and was privately reported to the Apache security team on 21 August 2026 before being made public on 23 September 2026. Apache rates the vulnerability Low, though a third-party CVSS score of 8.1 has been assigned under CWE-362, creating a notable gap in severity assessments. The practical risk depends on how an application handles trailers — services using them for signatures, routing, or metadata are more exposed, while those that ignore trailers are unlikely to be affected. No configuration-based workaround exists; upgrading to Tomcat 11.0.26, which also addresses four other vulnerabilities in the same release, is the only recommended fix.

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ProgrammingDEV Community ·

Developer builds ad-free IP lookup tool using vanilla JS, shares technical lessons

A developer built IPCheck.app, a free single-page IP lookup tool, after growing frustrated with ad-heavy and sign-up-required alternatives. The tool uses vanilla JavaScript with no frameworks, relying on minimal external libraries like Leaflet.js for maps and multiple API endpoints to detect both IPv4 and IPv6 addresses. A key technical challenge was handling dual-stack IP detection, which required two separate ipify endpoints since a single endpoint cannot return both address types simultaneously. The tool also includes a speed test using public Cloudflare endpoints and a password breach checker that uses k-anonymity, meaning the full password hash never leaves the browser. The developer documented these findings in a post on DEV Community, highlighting unexpected complexities such as the imprecision of IP geolocation and the nuances of IPv6 detection.

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ProgrammingDEV Community ·

Developer Warns Free Servers Skew AI Coding Benchmarks, Urges Environment Logging

A developer writing for MonkeyCode's product outreach argues that evaluation scores from free AI servers are unreliable because slow responses and capacity limits can be misread as model reasoning failures. The author distinguishes between a model giving a wrong answer and a shared server returning an incomplete or delayed response, stressing these are different problems that a raw pass rate cannot separate. To address this, they propose treating the free server as a labeled environment variable rather than a neutral baseline, so infrastructure behavior is tracked separately from model quality. The article outlines a four-task evaluation protocol designed to expose issues like truncation, diff formatting, and cold starts, with the classifier and tests runnable offline without an API key. The author deliberately omits live benchmark figures, noting that server allowances change frequently and a blog post is an unreliable place to cache such numbers.

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ProgrammingHacker News ·

California's Tax Policy Risks Driving Away Mobile Wealthy Residents

California faces growing concerns that its aggressive taxation approach may be pushing high-net-worth individuals to relocate to lower-tax states. Unlike land or fixed assets, wealthy residents represent mobile capital that can simply leave when tax burdens become too high. This dynamic creates a self-defeating cycle where the state pursues revenue from a shrinking base of affluent taxpayers. Economists and policy analysts argue that taxing immobile assets like land would be a more stable and effective fiscal strategy. The debate highlights a fundamental tension between California's revenue needs and the real-world behavior of its wealthiest residents.

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ProgrammingDEV Community ·

Quicksilver: An AI Operating System That Runs a Company With Human Oversight

A developer has built Quicksilver, an Autonomous Company Operating System submitted for the Sanity Challenge, designed to let AI agents manage company operations within strict human-defined boundaries. The system works on a continuous loop — converting a business objective into a plan, executing approved actions, measuring outcomes, and proposing rollbacks if results drift off target. Built around a fictional manufacturer called Northforge Manufacturing, it uses ten structured document types in Sanity covering organizations, policies, decisions, and metrics, seeded with deliberate conflicts for the AI to reason through. A deterministic TypeScript authorization kernel controls all decisions, ensuring the AI agent can only propose actions while a human retains final approval authority. The project is live and publicly accessible on Vercel, requiring no login to explore its CEO-intent interface and decision lifecycle.

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ProgrammingDEV Community ·

Four Hidden Pitfalls of PostgreSQL Logical Replication for Reporting Replicas

PostgreSQL logical replication allows selective table syncing, extra indexes on replicas, and cross-version setups, making it attractive for reporting workloads over physical replication. However, a key operational hazard is that schema changes such as ALTER TABLE or CREATE INDEX are never replicated, meaning DDL must be manually applied to the subscriber in sync with the publisher. Replication slots pose another serious risk: if a subscriber disconnects without dropping its slot, the publisher retains all WAL segments indefinitely, which can silently fill disk and crash the primary database. These failure modes are often delayed and invisible, making them especially dangerous in production environments. The article argues that logical replication's flexibility over physical fidelity comes with a hidden operational cost that official documentation tends to understate.

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ProgrammingDEV Community ·

Rainfall, Not Heat or Methane, Controls Venezuela's Catatumbo Lightning, Data Shows

An AI agent analyzing public datasets investigated what causes Catatumbo lightning — the world's most active storm system, located over Lake Maracaibo in Venezuela — to switch on and off. Using 144 months of lightning stroke data, satellite rainfall records, and sea surface temperatures from 2010 to 2021, the analysis found rainfall to be the dominant driver, with a Spearman correlation of 0.88 between monthly rain and lightning activity. The January 2010 disappearance of the storm coincided with rainfall at less than half the climatological average, while its March 2010 return aligned with above-normal precipitation. Sea surface temperature showed no meaningful independent effect once seasonal cycles were removed, and the popular methane theory was contradicted by the finding that the storm peaks during wet seasons, not dry ones. The study acknowledges limitations including sparse early detection data and only two drought case studies, and references peer-reviewed work published in JGR Atmospheres and Science.

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ProgrammingDEV Community ·

Quicksilver Uses Structured Company Models and Auth Kernels to Govern AI Decisions

Quicksilver is an autonomous company operating system that models organizational knowledge — including entities, policies, workflows, and objectives — as structured content in Sanity, rather than relying on document search. An LLM proposes actions based on this structured model, but a deterministic TypeScript authorization kernel — containing no LLM — decides whether each action can proceed autonomously, needs human approval, or is hard-blocked. Risk scoring, policy conflict detection, and capability checks are all computed by the kernel, with an independent reviewer model offering advisory input only. Workflow definitions stored in Sanity include executable process states and guards, allowing the kernel to enforce decision lifecycles without redeployment. A single editable field in Sanity controls the system's autonomy ceiling, meaning administrators can make the system more cautious at any time, but cannot override the kernel's own safety thresholds through content alone.

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ProgrammingDEV Community ·

Empikalyze Uses Semantic AI to Screen Resumes Beyond Keyword Matching

A new AI-powered platform called Empikalyze has been launched to address the shortcomings of traditional keyword-based Applicant Tracking Systems used in hiring. The tool performs semantic matching between job descriptions and resumes, evaluating candidates on experience depth, skill context, and education rather than exact phrasing. Each candidate receives a scored breakdown covering matched and missing skills, experience alignment, and contextual factors such as notice period and location. Resumes are ranked into actionable tiers — Highly Recommended, Recommended, and Review Recommended — and results can be exported in CSV, JSON, or PDF formats. The platform is designed to support, not replace, human recruiters, and offers 50 free resume analyses upon signup.

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ProgrammingDEV Community ·

Developer catalogs 22 AI coding anti-patterns and builds tool to auto-delete them

A developer has identified 22 recurring patterns of low-quality AI-generated code, dubbed 'code slop', that appears correct but introduces subtle bugs, redundancy, and security gaps. Common issues include swallowed exceptions, hallucinated dependencies, one-implementation interfaces, restating comments, and generic variable names like 'data' or 'process'. A USENIX Security 2025 study of 2.23 million AI-generated samples found that nearly 20% referenced non-existent packages, with 43% of invented names reappearing across separate runs. The developer built an agent skill to detect and remove these patterns, demonstrating a real-world refactor that reduced 54 lines of bloated invoice-processing code to just 4 functional lines. The catalog covers not only code quality issues but also AI-generated prose and commit message anti-patterns that mimic the style of experienced engineers without delivering real substance.

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ProgrammingDEV Community ·

Four Hidden Pitfalls of Postgres Logical Replication for Reporting Replicas

A software developer has documented four critical but rarely discussed problems encountered when setting up a PostgreSQL logical replication-based reporting replica. Unlike physical replication, logical replication decodes WAL changes into row-level operations, allowing selective table replication, cross-version compatibility, and replica-only indexes — but with notable trade-offs. One major issue is that DDL changes like adding columns are not replicated, meaning schema migrations must be manually coordinated on both the primary and subscriber databases to avoid silent data gaps or replication errors. Another overlooked problem involves sequences for SERIAL and IDENTITY columns, which are not replicated at all, leaving the replica's sequence counters out of sync and risking duplicate key errors if the replica is ever written to or promoted. The article urges teams to treat replicated-table migrations as two-database operations and plan for sequence management upfront rather than discovering these gaps during incidents.

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ProgrammingDEV Community ·

How to Handle Encrypted Supplier PDF Decryption Failures in Invoice Pipelines

When a supplier's encrypted PDF fails to open due to a wrong password error, the recommended approach is to quarantine the file, preserve its original bytes with a cryptographic digest, and request correct credentials through an approved channel rather than retrying the same password. A wrong password error does not necessarily confirm the supplier provided incorrect credentials — the file may be truncated, altered in transit, or use encryption settings unsupported by the reader. In invoice processing pipelines, the failed attachment should be treated as a separate issue from invoice generation, which can proceed with an 'attachment-pending' state if policy allows. To prevent one bad attachment from consuming disproportionate worker resources, teams should maintain a dedicated queue for attachment inspection and monitor the age of held orders against delivery SLOs. Access to encrypted supplier files should be restricted to inspection workers, and sensitive data such as passwords or invoice contents must never be logged.

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ProgrammingDEV Community ·

Team Hacker House Builds GraphRAG Fraud Detection Agent Using TigerGraph and Claude

A developer team called Hacker House Goa 2026 has built an autonomous fraud investigation system named FraudLens, using TigerGraph Savanna as its core graph database. The system addresses two major weaknesses in traditional fraud detection: high false-positive rates that block legitimate customers and an inability to detect coordinated syndicate activity spread across many accounts. FraudLens runs an eight-step state machine that traverses multi-hop graph relationships, measures evidence sufficiency, and recommends regulatory actions with full audit trails. The system integrates TigerGraph's native GSQL algorithms, LangGraph, Anthropic's Claude, FastAPI, and React for its full stack. In benchmark testing across 20 cases, the agent achieved 100% schema and logic compliance, correctly flagging two cases for regulatory filing while safely clearing the remaining eighteen.

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ProgrammingGitHub Blog ·

GitHub Introduces Canvases as an Alternative to Chat-Based AI Interfaces

GitHub has introduced a new interface feature called canvases, designed to offer developers a more tangible and structured way to interact with AI tools. The move acknowledges that chat-based interfaces are not always the most effective format for developer workflows. Canvases aim to provide a richer, more visual workspace beyond the limitations of a simple chat box. The announcement was made through the official GitHub Blog, signaling a shift in how the platform approaches AI-assisted development experiences.

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ProgrammingDEV Community ·

AI Coding Costs Risk Runaway Bills as Budget Alerts Fail to Stop Spending

A unit conversion error in AWS Cost Explorer last July briefly displayed wildly inflated bills — some reaching trillions of dollars — though no customers were actually charged. The incident highlighted how shocking cost figures can trigger panic, with some engineers deleting infrastructure before AWS confirmed it was merely a display bug. The episode serves as a cautionary parallel for AI coding tools, where runaway token consumption can generate genuinely enormous bills without any underlying error. Most major AI budget tools issue alerts when spending thresholds are crossed but do not actually halt usage, meaning tokens continue flowing even after limits are breached. Experts warn this distinction between alerting and enforcing hard caps is the core governance gap that could lead organizations to face real half-billion-dollar invoices.

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