# runtime-authorization

PowWater Seeks Backend Developer in Mexico City for Hybrid Role

We're building the operating system for water delivery. Already processed billions of liters in Kenya, now expanding to Mexico City — one of the largest urban water markets in the world. Small team, fast pace. AI is first-class: we build LLM features into the product and use AI tools daily to ship f

AI Agents Evolve: Now Functioning as Security Analysts Beyond Coding

I spent the last week trying to see how far I could push an AI agent into my security workflow without it becoming a liability. We’ve all been there: A critical CVE drops, or a compliance audit looms, and suddenly your afternoon is gone. You're jumping between the Aikido dashboard, AWS CloudWatch, G

Anthropic & OpenAI's SWE Interview Loop Exposed by Insider Insights

Independent and unofficial. Synthesized from publicly-reported, first-hand candidate accounts (2024–2026). Not affiliated with, authorized by, or endorsed by Anthropic, OpenAI, or any company named. Treat stage structure as well-corroborated and all numbers as directional self-report. I've been coll

#cloud-computing#ai-agents#runtime-security#ldap-config

Dev Log Update: Enhancements in Agent Guardrails and LDAP Runtime Configuration

Two threads today, and they rhyme more than I expected: both are about who gets to do what, and how you keep that boundary honest. One was exposing an app to an AI agent safely; the other was moving config out of deploy-time files and into a settings UI without losing the guardrails. Different probl

#cloud-computing#ai-agents#rbac#mcp-tools#laravel

Giving an AI agent the keys without giving it the building: RBAC + org-scoped MCP tools in Laravel

Exposing your app to an AI agent over MCP is basically handing someone a master keyring and trusting them to only open the doors they're supposed to. That trust is a bug waiting to happen. This week I wired up a batch of MCP tools over a multi-tenant Laravel app, and the whole exercise was really ab

#cloud-computing#devops#automation#resume-management

Automating Resume Building with Overleaf, GitHub Actions, and Google Sites Integration

As a developer, keeping your resume updated across multiple platforms is a classic friction point. You tweak a bullet point or add a new project in your LaTeX source file, and suddenly you have to recompile, download the PDF, log into your portfolio site, delete the old file, and upload the new one.

# How I Found Out 52% of My Knowledge Graph Was Duplicates (and What I Did About It)

I've spent the last several months building ANIMUS, an autonomous system in Rust that gives a local LLM persistent memory. The idea is simple: a knowledge graph that grows on its own, cycle after cycle, as the system reads documents, detects gaps in its knowledge, and fills them in. For months, the

MCP server enhances repo behavior indexing with new entrypoints and context packs

I've been using Cursor on non-trivial repos and kept hitting the same issue: the agent finds a file but misses routes, shared modules, and tests that should run after a change. I built FlowIndex — a local CLI + MCP server that scans a repo and builds a behavior graph in SQLite (entrypoints, imports/

How I built file tools that never upload your files (Canvas API + Web Workers)

Most "free online file tools" upload your file to a server, do the work there, and send it back. For a lot of tasks that is unnecessary and, honestly, a privacy smell. When I built Filuni (a free toolbox of 121 file tools), I made a rule: if the browser can do the job, the file should never leave th

#cloud-computing#automation#devops#software-development

From Changelogs to Code: How Automation Revolutionized Development Transparency

Every week, I ship. New feature here, bug fix there, a small quality-of-life improvement I've been meaning to knock out for months. GitHub gets the commit. My users? They get nothing. No changelog. No release notes. Not even a vague "we've been busy" tweet. I'm not lazy — I just never had the time t

#ai#memory#continual-learning#cloud-computing#future-tech

【红杉播客】AI Neolab--Engram【主攻记忆与持续学习】--分享未来 AI 发展趋势的独特见解

https://www.youtube.com/watch?v=aiR7F4jqjXY “记忆（Memory）与持续学习（Continual Learning）” 在 AI 领域的核心作用，并分享了他们对未来 AI 发展趋势的独特见解：将知识直接“烤入”模型权重（Weights）： Engram 的核心前提是：不要一味地将越来越长的提示词强行塞入上下文窗口，或者完全依赖外挂的检索增强生成（RAG）。相反，应该将团队、公司或个人的特有知识直接训练并内化到模型的权重中，让 AI 模型像工作了多年的资深员工一样，本能、直觉式地了解这家公司 01:11。记忆与持续学习是硬币的两面：目前的 Fro

· · SANS Internet Storm

Unveiling the Silent Threat: Analyzing Automated Cybercrime at Ports

[This is a Guest Diary by Nicole Phillips, an ISC intern as part of the SANS.edu BACS program]

#security

· · SiliconANGLE

Memory maker SK hynix files for $29B US IPO amid AI demand

SK hynix Inc., the world’s largest supplier of HBM memory, today filed to list its stock on the Nasdaq. The South Korean company hopes to sell up to 17.79 million shares for $29.4 billion. The public offering is expected to be the second largest on record after the recent listing of SpaceX Corp., wh

#startups#ipo#ai-demand#hbmmemory

· · Livemint Technology

India Tech Leaders Warn of AI Abyss for Software Firms Lacking Critical Mass

As generative AI reshapes software, Nutanix's CEO emphasizes the company's integral role in technology infrastructure. Despite recent declines in market value, Nutanix remains confident in its growth potential, focusing on essential software that cannot be easily replaced by automation.

Pocket FM Shifts Focus to Audio Dramas, Global Outreach Expands

Audio entertainment firm Pocket FM is shutting down its microdrama vertical, Pocket TV, to concentrate on its core audio dramas and international expansion. This strategic shift precedes a potential public listing, as the company prioritizes profitability. While short video dramas are booming in Ind

#tech-mahindra#ai#executive-pay#india-tech#corporate-strategy

Tech Mahindra's Mohit Joshi sees 12% salary boost to Rs 67.5 crore

Tech Mahindra CEO Mohit Joshi's pay surged 11.7% to Rs 67.5 crore in FY26, surpassing peers at Wipro and TCS. This reflects the company's aggressive push into AI and its ongoing turnaround strategy. While median employee pay dipped, Tech Mahindra reported strong revenue and profit growth, with signi

India eyes chip investments at Pax Silica Summit

India is actively seeking semiconductor investments and multilateral funding at the Pax Silica summit in Washington D.C. The nation aims to leverage the US's $250 million seed fund to bolster its growing semiconductor manufacturing and design capabilities. This initiative is part of a broader global

Government may become minority stakeholder in Sarvam with IndiaAI support

The central government could end up with a 1-2% stake in AI startup Sarvam, valued at $1.5 billion, as part of its $300 million funding round. This rare instance of equity holding arises from non-cash support provided under the IndiaAI Mission, where the government offered compute infrastructure in