June 30 deadline nears for pre-2025 waqf properties to get legal status

How a Three-Person Software Firm Uses Lean Inception and Shared Toolkits to Stay Efficient

A software engineering postgraduate student at PUC-RJ shares workflow lessons learned while running Devtype, a small three-person development company. The team adopted Jira for project management and began using Excalidraw for system architecture diagrams, but found that rushing into design without first gathering requirements was counterproductive. The author now advocates for lean inception sessions — structured conversations to define customer needs, tasks, and deadlines — before any technical diagramming begins. Reaching a minimum viable product (MVP) quickly is emphasized as the key milestone that turns ideas into reality. The team also built reusable backend toolkits covering database connections, AWS integration, authentication, and more, which improved consistency and maintainability across projects.

How AI Agents Are Forcing a Rethink of Ecommerce Platform Architecture

AI agents are reshaping the assumptions behind ecommerce software, exposing gaps in platforms originally designed for human users. Unlike humans, agents cannot reliably interpret mixed or ambiguous product pages and require explicit, machine-readable representations of eligibility, policies, and permitted actions. A technical article series has outlined a new architectural model for agent-ready commerce, centered on facts, authority, state transitions, and audit trails rather than traditional page-driven flows. The proposed approach goes beyond exposing product feeds or API endpoints, requiring platforms to surface the conditions under which commercial actions are valid. A key concept introduced is "commercial truth" — structured metadata that conveys data freshness, policy coverage, and agent visibility separately from raw product information.

Kubexer tool automates Kubernetes scoped kubeconfig creation to enforce least-privilege access

Creating a scoped kubeconfig for Kubernetes — which limits a user or bot to specific namespaces and permissions — typically requires around 15 manual steps spanning multiple object types and commands. The process involves creating a ServiceAccount, Role, RoleBinding, extracting a token, handling the cluster CA, and assembling the final file, leaving many opportunities for error. Common pitfalls include over-broad permissions, token expiry issues, leaked temporary files, and no audit trail of who created which credentials. This friction often leads teams to share over-privileged admin credentials instead, increasing security risk. A developer has built Kubexer, a desktop IDE for Kubernetes, which collapses the entire workflow into a guided interface where users simply define the namespace, resources, verbs, and token lifetime.

How to Detect and Fix Silent Failures in LLM-Powered AI Agents

Silent failures in AI agents occur when the system completes a task without raising an error but produces wrong or incomplete results, making them harder to debug than standard exceptions. Unlike noisy failures such as Python tracebacks or HTTP 5xx errors, silent failures require full instrumentation of the agent loop to detect. Three common causes include token budget exhaustion, tool schema drift, and unhandled exceptions swallowed by agent orchestration frameworks. For example, OpenAI's API returns an empty choices array when max_tokens is hit mid-tool-call, while LangGraph can silently drop tool outputs when an exception occurs inside an interrupt handler. Developers are advised to log finish_reason and token usage, reraise exceptions from tool handlers, and use distributed tracing via OpenTelemetry to capture a queryable record of every agent step.

Developer Open-Sources Solana Token Staking Smart Contract Built with Anchor

A developer has released an open-source Solana token staking smart contract built using the Anchor framework, making it freely available on GitHub. The contract allows users to stake SPL tokens and earn proportional rewards over configurable time periods. Key features include admin configuration, reward vault deposits, a claim-only option, unstaking, two-step authority transfer, and a pause mechanism. A full TypeScript CLI is bundled with the project to simplify local interaction and testing. The repository is intended as both a learning resource and a starter template for developers building on Solana.

Nylas lets developers tune spam sensitivity per AI agent mailbox via policies

Nylas has introduced configurable spam detection for Agent Account mailboxes, addressing a critical gap where autonomous AI agents cannot self-correct for missed or incorrectly filtered messages the way human users can. Developers can set spam parameters through a policy object containing three controls: a DNSBL toggle, a header-anomaly detection toggle, and a float-based spam_sensitivity dial ranging from 0.1 to 5.0. Policies are attached at the workspace level rather than to individual grants, meaning all agent accounts within a workspace automatically inherit the same spam posture. This design allows teams to assign different spam thresholds to different classes of agents without managing thousands of individual settings. The feature is accessible via both direct API calls and the Nylas CLI, making it practical for use in provisioning scripts or interactive shell sessions.

SQL Databases Can Now Handle AI Workloads Natively, No Extra Tools Needed

A 2025 technical guide demonstrates how PostgreSQL can store vector embeddings, power semantic search, and support AI agents without requiring a separate vector database. The article covers four practical integration patterns: pgvector for embedding storage, retrieval-augmented generation (RAG) pipelines, natural language to SQL conversion, and autonomous AI agents operating over relational data. Using the pgvector PostgreSQL extension, developers can store high-dimensional embeddings alongside relational data and run similarity searches with standard SQL queries. The guide includes working code samples connecting PostgreSQL with OpenAI's embedding models via Python libraries such as LangChain and psycopg2. All source code is publicly available on GitHub under the repository andre-carbajal/sql-ai-database-solutions.

Developer builds AI-era art installation on $15 single-board computer for SF exhibition

A developer created 'BrainRot TV — The Entertainment,' an interactive art installation for the TIAT 'Slop Epistemologies' exhibition in San Francisco, inspired by the concept of fatally addictive media from David Foster Wallace's 'Infinite Jest.' Gallery visitors use a physical USB slide advancer to scroll through an endless, curated stream of short-form videos on a CRT-style monitor. The application — built with vanilla HTML5, CSS3, and JavaScript — runs on a $15 Orange Pi Zero single-board computer, requiring significant performance optimization to function smoothly. It features a dynamically shuffled playlist of over 120 MP4 clips, procedurally generated ambient audio via the Web Audio API, and a gamified 'psychological decay' meter that worsens as visitors continue watching. The project was served through a Dockerized Nginx container deployed on Google Cloud Run, with video assets hosted on Google Cloud Storage.

Developer Releases Open-Source Hand-Gesture Mouse Control App Built on MediaPipe

A developer has launched Air-Cursor, a desktop application that lets users control their computer cursor using hand gestures captured through a webcam. Moving the hand moves the cursor, making a fist triggers a click, and opening the palm releases it. The app is built using Electron, MediaPipe, and WebGL, and runs entirely offline without heavy CPU usage. A colored mist effect along screen edges provides a visual indicator when the app is active. Air-Cursor is fully open-source and available on GitHub, with the developer inviting community feedback and feature suggestions.

SoftBank’s CEO isn’t the only one with questions about Elon Musk’s orbital data center hype

Not everyone is buying Elon Musk’s vision for orbital data centers.

Can a passport prove citizenship? What 2010 govt records say on NRIs' RTI rights

Why Circuit Breakers Alone Won't Save Your Database During Outages

A circuit breaker protects applications from repeatedly calling a failing dependency like Redis, but it does not shield the database that often serves as the fallback. When Redis goes down, all traffic that was previously absorbed by the cache can suddenly hit the database, which was never designed to handle the full production load. A database rate limiter, placed inside the application just before the database call, addresses this gap by capping how many requests reach the database per second. Using a token bucket approach, excess requests are rejected immediately with a 503 error rather than being queued, preventing a database overload. In multi-server deployments, each application instance is allocated a share of the database's total safe capacity, ensuring the combined request rate stays within acceptable limits.

AOTrust Uses x402 and NEAR Blockchain to Notarize AI Agent Outputs for $0.01

A new notarization service called AOTrust allows developers to cryptographically prove that an AI agent produced a specific output at a given point in time. The system works by hashing the agent's artifact and submitting it to an API that charges a flat fee of $0.01 in USDC via the x402 payment protocol on Base Layer 2. No account, API key, or signup is required — payment is handled inline through an HTTP 402 response cycle using EIP-3009 authorization. The service returns a 239-byte Provenance Data Record (PDR) signed with Ed25519, which is then anchored to the NEAR blockchain via a Merkle root for tamper-evident timestamping. The entire notarization process completes in two to five seconds, and the PDR can be verified independently without making any additional API calls.

Adrafinil keeps MacBooks awake with lid closed only while AI agents are running

A developer has released Adrafinil, a free open-source macOS utility designed to prevent MacBooks from sleeping when the lid is closed, but only while an AI coding agent is actively running. The tool was built in response to a common workaround where engineers kept their laptop lids partially open in public spaces to avoid sleep interrupting long-running AI agent tasks. Unlike always-on tools such as Amphetamine, Adrafinil uses hooks into tools like Claude Code and Codex to detect agent activity and automatically re-enables sleep once the agent finishes. It uses the macOS pmset command to toggle sleep blocking and includes safety measures such as allowing sleep if the device overheats. The app is fully notarized, MIT-licensed, and displays its active status in the menu bar.

AI Coding Agents Create New Supply Chain Attack Surface, Researchers Warn

Security researchers have demonstrated that malicious code hidden in GitHub repositories can evade static scanners, human reviewers, and AI coding agents, activating only during routine project setup. The threat exploits a fundamental design trait of agentic tools: their ability to autonomously clone repositories and execute code without explicit human approval at each step. Unlike traditional supply chain attacks that required a developer to overlook something suspicious, this vector simply relies on the agent performing its intended function. The core concern is not that AI is being manipulated or jailbroken, but that automated pipelines are being granted unconditional trust without adequate sandboxing or permission controls. Security experts urge teams to treat any automated pipeline that clones and executes external code with the same scrutiny applied to arbitrary code execution.

Pune couple googled murder methods before pushing realtor off Lohagad Fort

A Pune couple, Siya Goyal and Chetan Chaudhary, allegedly plotted and carried out the murder of realtor Ketan Agrawal in a premeditated scheme. Investigators found that the two had conducted online searches for methods to kill, including poisoning and pushing. The pair reportedly rehearsed their plan at Lohagad Fort before executing it. Their motive is believed to be rooted in social pressures, with the accused wanting to prevent Siya from going through with an arranged marriage. The fatal push was staged to appear accidental.

Docker Networking Explained: Bridge Networks, Host Mode, and Leaner Images

Docker assigns each container an IP address at creation, and by default uses a bridge network to enable host-to-container and container-to-container communication via port mapping. Unlike the default bridge network, a custom bridge network supports DNS-based name resolution, allowing containers to communicate using their names rather than IP addresses, which is better suited for production environments. Host network mode lets a container share the host's network stack directly without port mapping, though this is only fully supported on Linux. Port mapping with the -p flag remains the standard method for exposing containerized applications to the host machine. Multi-stage Docker builds help reduce final image size by copying only the necessary runtime artifacts, resulting in faster downloads, less storage use, and quicker container startup times.

Docker ARG, .dockerignore, and Volumes Explained for Developers

Docker's ARG directive allows developers to define build-time variables inside a Dockerfile that can be overridden during the image build using the --build-arg flag, but cannot be modified at container runtime. A .dockerignore file lets developers exclude unnecessary files and directories from the build context, reducing build size and improving speed. By default, data written inside a container is stored in a temporary writable layer and is lost when the container is deleted. Docker volumes solve this by persisting data independently of the container lifecycle, with two main types: bind mounts, which map a specific host directory to a container directory, and named volumes, which are fully managed by Docker and stored in a dedicated location on the host. Both volume types allow multiple containers to share data, and the stored data remains intact even after the associated container is removed.

Docker Essentials: Port Mapping, Logs, and Container Management Explained

Docker requires port mapping via the -p flag to allow external access to applications running inside containers, linking a host port to an internal container port. Containers can run in detached (background) mode using the -d flag, keeping the terminal free while the application continues running. The docker logs command retrieves container activity records, supporting time filters in seconds, minutes, hours, or ISO 8601 timestamps for longer durations. Commands such as docker rm and docker rmi are used to remove containers and images respectively, with the -f flag enabling forceful removal of running containers. Additional tools like docker inspect and docker exec allow users to view detailed container metadata and open an interactive shell inside a running container.