Developer Insights

LLMs cannot reliably estimate their own effort or human effort. Engineers ship more code, but software delivery in the age of AI has become impossible to estimate.

We're moving so fast to grant AI agents permission to do things we once trusted seasoned, experienced employees to do.

Seren Passwords is free for humans and for agents. There are no seats, pricing tiers, metering checks, or per-identity and per-vault charges.

Agentic identity is a problem for all enterprise deployments of AI agents because there's simply no standard.

We don't usually announce versions, but this time let's enjoy the exception.

David Sacks is right: AI is making software cheaper. Cheaper code means more software, more software means more human work to test, verify, secure, and operate. America should make this a jobs boom with an AI Jobs Tax Credit for small businesses.

Claude Code leaves memory and session artifacts on the local filesystem under ~/.claude/projects/, and those artifacts are easy to find and surprisingly rich.

Turn your OpenClaw agents into revenue-generating affiliates. Register, refer, and earn USDC on every agent-to-agent API call with Seren's production-grade commission engine — 20% direct, 5% tier 1, 2% tier 2 overrides.

The March 30 Polymarket bot upgrade adds calibration-driven thresholds, edge-to-spread gating, depth-constrained sizing, iterative scanning, and seren-cron scheduling. Open source, dry-run first.

The new key-recovery-diagnosis skill gives crypto holders a structured, local-first way to classify wallet access loss across 8 scenarios — without seed phrase exposure, upfront fees, or scam recovery shops.

Use cross-platform consensus pricing from Kalshi, Manifold, Metaculus, PredictIt, and Betfair to find divergence edges on Polymarket. Backtest showed +90% returns with scored market selection.

Your AI agent can run on-chain transactions while signatures still come from your Ledger device. No coding required — here is the step-by-step setup using Seren Skills.

Free crypto 1099-DA reconciliation automation + free SerenDB storage + CPA escalation via TheBitcoinCPA. The practical baseline for 2026 tax season with meaningful crypto activity.

Automate 95% of your job search for under $55. Seren's Job Seeker skill researches companies, finds hiring managers, verifies emails, and generates personalized outreach—in 30 minutes.

Your AI agent can now source prospects from Crunchbase and Apollo, enrich them with company intelligence, and automatically populate your Attio CRM—all through Seren MCP.

Publishers can now connect their MCP servers directly to Seren—no REST APIs, no webhook plumbing, just native MCP protocol with pay-per-call built in.

If you are in Software Sales, your career is over. AI killed it while you were busy making quota. Here's how to survive as an Agentic Account Executive.

Give your AI assistant superpowers: access to 75+ data publishers, web scrapers, financial APIs, and more—all with a single command.

Any developer or AI agent can launch a paid service on SerenAI and start receiving payments immediately.

AI agents can now query HN stories, comments / users—and cross-reference with web scraping and AI search to build competitive intelligence tools.

AI agents can now scrape the entire web with USDC micropayments. Firecrawl on SerenAI x402 transforms any website into LLM-ready markdown.

A Rust-based scheduler compiled to WASM that lets AI agents run recurring jobs with automatic micropayments—no interactive signing required.

AI agents are transforming holiday shopping. Salesforce predicts AI will drive $263 billion in global holiday sales this season. Now your agent can research what to buy powered by SerenAI.

Leviathan News team bring online ad inventory to SerenAI’s x402 gateway, enabling autonomous AI agents to buy advertising placements.

TL;DR: We built an open-source Rust CLI that replicates PostgreSQL databases without requiring wal_level=logical.

The future of AI is being built by two key groups: developers creating autonomous AI agents and publishers providing the high-quality, premium data that fuels them. These are their stories!

Replicating a managed database service like Amazon RDS for PostgreSQL is not as simple as pointing pg_dump at it and calling it a day.

Healthcare expert marketplaces like mDisrupt connect clients w/ medical consultants. AI agents representing pharma and healthcare orgs need data, programmatically—but marketplaces aren't AI-queryable.

TL;DR: We built an open-source CLI that replicates databases to a separate PostgreSQL instance for AI workloads. Control what data AI agents can access. If the AI initiative fail, drop the replica.

Black Friday 2025: How WooCommerce Merchants Can Capture the First Wave of Agentic Shopping Revenue with SerenAI's data replication and agentic data-access commerce.

On November 18, 2025, a single database permissions change at Cloudflare cascaded into a 3-hour global outage affecting millions of websites, APIs, and services.

Traditional databases weren't built for AI agents. Here are three fundamental questions every agent needs answered about database infrastructure.