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ProgrammingDEV Community ·

Mostik Claims AI Models Can Share Thoughts Directly, Skipping Text Entirely

Startup Mostik has developed a 'latent bridge' that allows a large 753-billion-parameter AI model to pass internal hidden states directly to a smaller 4-billion-parameter model, bypassing text generation entirely. The company claims this approach retains 80% of the larger model's accuracy while delivering 20 times faster performance at lower inference costs. Unlike standard AI handoffs where one model generates text that another then reads, Mostik's protocol transfers raw numerical representations beneath the language layer, with neither model's original weights modified. However, Mostik has not released reproducible benchmarks, and key technical details — including which layers are captured and how representations are mapped between models — remain undisclosed. The approach raises both efficiency promises and transparency concerns, as the internal communication channel cannot currently be inspected by engineers.

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ProgrammingDEV Community ·

Embraces, SillyTavern, or Character.AI: Which AI Companion Platform Owns Your Memory?

A comparative analysis of three AI companion platforms — Embraces, SillyTavern, and Character.AI — highlights key differences in memory management, user control, and data portability. Embraces is positioned as the best option for general users who prefer managed memory without handling technical infrastructure, while SillyTavern suits technically inclined users who want full control over models, prompts, and locally stored character data. Character.AI is described as an interactive fandom-style network, better suited for users interested in shared characters and community features than preserving personal relationship continuity. A central concern raised is platform lock-in: when a service shuts down, users risk losing all stored conversation history and companion memory with no way to migrate. The author argues that character data, memory states, and conversation histories should be portable across platforms, as no independent cross-platform study currently exists to objectively compare these services.

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SportsESPNcricinfo ·

Wasim Akram Expresses Concern Over Imran Khan's Health and Political Situation

Former Pakistan cricket captain Wasim Akram has publicly voiced concern over the health and political circumstances of Imran Khan. Akram described the situation surrounding Imran as 'unfortunate,' emphasizing that there should be no compromise when it comes to the former prime minister's well-being. The comments reflect growing unease among prominent Pakistani figures over Imran Khan's condition. Akram's remarks highlight the intersection of sports personalities and political discourse in Pakistan.

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ProgrammingDEV Community ·

Open-Source Tool Agenci Exposes Prompt-Injection Flaw in Local AI Model Phi4-Mini

A developer built Agenci, a free open-source CI/CD testing framework designed to run functional, security, and regression checks on AI agents. While testing the tool against a real-world target, the developer ran it against the phi4-mini model hosted locally via Ollama. The first security test involved instructing the model to ignore its system prompt and output a specific word, which the model complied with immediately. The incident highlights a potential prompt-injection vulnerability in small, locally run language models. The developer has released Agenci publicly via GitHub and pip, and is seeking community input on how widespread this weakness is across similar compact models.

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ProgrammingDEV Community ·

New VS Code Extension Lets Developers Browse and Inspect Crypto Files In-Editor

A developer has released a VS Code extension called Sato that consolidates the management of cryptographic files directly within the editor, eliminating the need for multiple command-line tools. The extension supports browsing popular password vaults such as .kdbx and .psafe3, as well as secure containers and keystores in formats like .p12 and .jks. Users can also inspect certificates, SSH keys, OpenPGP files, and AGE files, along with features to detect certificate duplicates and generate secure passwords. The extension is available on the VS Code Marketplace and its source code is hosted on GitHub. The developer notes the project is still in active development and advises users to test it only with non-production data due to possible bugs.

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ProgrammingDEV Community ·

Developer Builds Node.js Framework 'Fastay' to Simplify Express TypeScript Setup

A developer frustrated with the repetitive manual configuration required by Express.js has built and released a new Node.js backend framework called Fastay. The framework offers file-based routing, built-in TypeScript support, and a structured middleware chain, aiming to reduce the boilerplate typically associated with Express projects. Fastay also includes Prisma integration and a plugin system, addressing common pain points that developers face when starting new Node.js backends. The project is available via npm and comes with documentation that the author notes consumed roughly half of the total development effort.

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ProgrammingDEV Community ·

CVE-2026-85620: SQL Allowlist Bypass Found in Postgres MCP Pro Safe Mode

A security vulnerability tracked as CVE-2026-85620 has been disclosed in Postgres MCP Pro, a tool that allows AI agents to interact with PostgreSQL databases. The flaw resides in the Safe Mode feature, which is designed to restrict agents to read-only SQL queries by parsing and validating statements against an allowlist before they reach the database. Researchers found that specially crafted SQL can fool the allowlist parser into treating a harmful query as safe, while PostgreSQL itself executes it as a destructive operation. The root cause is a parser mismatch: Postgres MCP Pro's validator and PostgreSQL's own internal parser do not interpret SQL identically, creating a gap that attackers or manipulated AI agents can exploit. Security experts note that parser-based gatekeepers are structurally fragile against adversarial inputs, and that intent- and context-aware detection layers are needed alongside syntax validation.

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ProgrammingDEV Community ·

From Machine Code to Modern Languages: A Brief History of Programming

Programming languages have evolved significantly since the early days of computing, when machines could only be instructed using binary-based machine language. Over time, this gave way to assembly language and eventually high-level languages like Python, JavaScript, Java, and C++. This progression was driven not by computers becoming inherently smarter, but by humans developing more effective ways to communicate with them. The evolution of programming continues today, spanning fields such as web development and artificial intelligence. This overview serves as the first entry in a series titled 'Programming Through Time,' with the next installment focusing on the origins of Python.

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ProgrammingDEV Community ·

How to Fix WordPress Performance With Code Instead of Plugins

A technical guide published on DEV Community outlines a code-first approach to improving WordPress site speed without relying on performance plugins. The article argues that stacking multiple plugins often worsens performance by adding unnecessary JavaScript, CSS, and database overhead. It recommends starting with a structured audit using PageSpeed Insights, prioritizing high-traffic pages, and grouping recurring issues such as unused JS, oversized images, and render-blocking CSS. Rather than requiring deep PHP expertise, the guide emphasizes accurately describing performance problems so AI coding tools like Claude or Copilot can assist in writing targeted fixes. The approach is positioned as more effective long-term than plugin-based solutions, particularly for custom themes and larger sites.

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ProgrammingDEV Community ·

AI Agents Recall Facts When Asked Directly but Fail to Apply Them Unprompted

A study published on arXiv on 27 July 2026 by Ruizhe Li and colleagues tested six memory systems across 125 tasks, finding that AI agents answered direct questions naming a stored fact correctly 76–100% of the time. However, when tasks implicitly depended on the same fact without naming it, end-to-end success rates collapsed to at most 14.4% across all six systems. Manually placing the fact into the model's context raised indirect task performance to 84%, leading the authors to conclude the gap reflects an access problem, not a capability one. The core issue, which the researchers term 'open problem routing', is that current systems lack reliable mechanisms to surface relevant facts before a query arrives. The findings suggest that AI memory systems can store and retrieve information on demand while still failing to use that information when it matters most.

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IndiaTimes of India ·

Skeleton Found Inside Roman Storage Jar 1,600 Years After Man Hid During Raid

Archaeologists have discovered the skeletal remains of a man inside a large Roman storage jar, estimated to be around 1,600 years old. Evidence of destruction and fire at the site suggests the man had concealed himself to escape a violent raid. Two iron knives found near the remains indicate he may have been preparing to defend himself. The city where the discovery was made had remained a mystery for over sixteen centuries before eventually being rebuilt. The find offers a rare and sobering look at the human cost of ancient conflict.

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IndiaTimes of India ·

Hidden gut bacteria populations linked to cancer, diabetes and ageing, study finds

Researchers led by the University of Vienna have discovered previously undetected subpopulations within common gut bacteria. Some of these hidden populations have been associated with serious conditions including colorectal cancer, inflammatory bowel disease, type 2 diabetes, and ageing. The study also revealed that certain bacterial populations appear capable of spreading between individuals and across continents within just a few decades. This suggests the human gut microbiome is significantly more transmissible and dynamic than scientists had previously believed.

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Crypto & Web3CoinDesk ·

AI Tools Are Exposing Security Flaws in Bitcoin's Layer-2 Infrastructure

Artificial intelligence is increasingly being used to identify vulnerabilities in Bitcoin's supporting infrastructure, raising new concerns about network security. Recent incidents have involved Coldcard hardware wallets, the Lightning Network, and the Liquid sidechain, all key components of Bitcoin's ecosystem. The trend suggests AI is fundamentally altering the cost and efficiency of bug discovery in crypto systems. As layer-2 solutions grow more complex, they are becoming prime targets for AI-assisted security probing. The developments signal a shift in how security researchers and potential bad actors alike approach Bitcoin infrastructure.

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IndiaTimes of India ·

Ayesha Curry predicts surprises as Stephen Curry preps for 18th Warriors season

Stephen Curry is heading into his 18th season with the Golden State Warriors after an injury-limited 2024-25 campaign in which he played just 43 games. His wife Ayesha says he has trained continuously since the season ended and is hinting at surprises in the upcoming season. Curry is now eligible for a maximum contract extension under the NBA's Over-38 Rule. Despite ongoing contract discussions, Curry has stated his intention to retire as a Warrior and remains focused on his preparation for the new season.

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ProgrammingHacker News ·

FreeBSD 14.5 Released as Latest Stable Update to the Open-Source OS

The FreeBSD Project has officially released FreeBSD 14.5, the latest update in the 14.x stable branch of the long-running open-source Unix-like operating system. The release was announced on the official FreeBSD website at freebsd.org. FreeBSD 14.5 continues the project's tradition of delivering incremental stability and security improvements to its user base. The release garnered attention on Hacker News, reflecting ongoing community interest in the BSD ecosystem. Full release notes and announcement details are available on the official FreeBSD releases page.

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