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Engineering notes, product lessons, and updates from the SparkScribe team.
Why SparkScribe still bets on Django plus React for B2B SaaS - and when we would not.
A 2026-ready take on Django for B2B SaaS: multi-tenant patterns, React frontends, DRF APIs, and honest trade-offs versus Node and serverles…
Production-safe patterns for AI agents on Django - guardrails, observability, and release discipline.
How SparkScribe builds harness engineering around Django AI agents: tool boundaries, prompt versioning, output validation, and observabilit…
Evaluation criteria for US and UK founders hiring a Django partner—not just comparing hourly rates.
How to evaluate Django development companies: team access, repo ownership, testing culture, API discipline, red flags, and questions to ask…
Retrieval lessons from consumer AI - chunking, freshness, and metrics that actually matter.
Production RAG lessons from Django consumer AI work including AstroSure: retrieval quality, access control, caching, and operating search a…
Transparent cost drivers for MVPs, production launches, and AI features - US and UK founder edition.
How SparkScribe estimates custom software cost in 2026: scope drivers, India delivery economics, forgotten line items, and how to get quote…
How to structure offshore engineering partnerships that ship - without the usual agency pitfalls.
A practical guide for US and UK startups hiring development teams in India: engagement models, daily sync rhythm, vetting questions, and wh…
SparkScribe's phased plan from discovery to launch - scoped for US and UK startup reality.
A ninety-day MVP-to-production playbook: discovery, build sprints, hardening, launch gates, and client responsibilities for startups shippi…
Integrate LLM features into your existing Django app - phased, bounded, production-safe.
How to add AI to existing web applications without a rewrite: audit use cases, Django service boundaries, phased rollout, and permission-aw…
Contract, security, and reliability checks before your Django API ships to integrators.
A REST API checklist for mobile and partner integrations: OpenAPI contracts, auth scopes, pagination, idempotency, webhooks, and partner de…
How SparkScribe uses Copilot and Cursor without compromising Django production quality.
SparkScribe's rules for AI-assisted coding: PR accountability, mandatory tests, security review, CI backstops, and client transparency on g…
