Four Generations of the Rapidflare Agent Harness - Spark, Flame, Blaze and Forge
How the Rapidflare agent harness has evolved across four generations — from a simple RAG pipeline in 2023 to a long-running, broader, deeper harness in 2026.
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Vasanth Asokan
Co-founder & CTO at Rapidflare
Co-founder and CTO at Rapidflare, building AI agents for complex technical domains. Previously a senior engineering leader at Netflix Edge Engineering (~8 years) working on content infrastructure and developer experience, and before that a member of the MicroBlaze processor core team at Xilinx, where he worked on compilers, embedded tooling, and TCP/IP performance (Xilinx Achievement Award, 2008). Three academic publications and one issued US patent (US 8,447,957) on coprocessor interface architecture.
6 posts
The Rapidflare Fire Shield, Part II: Beyond the LLM
Part II of the Rapidflare Fire Shield series — WAF, reCAPTCHA, edge controls, human review, monitoring, and external pen-test layers around our AI pipeline.
Rapidflare Launches Native Discord Integration for Scalable Developer Support
Rapidflare’s native Discord integration helps DevRel teams support large developer communities with accurate, AI-powered responses.
Accuracy: The Key to Effective AI-Powered Technical Sales
In technical sales, precision and clarity form the basis of trust. Realizing those values in AI agents means building on structured expertise, explainable reasoning, and continuous validation, ensuring accuracy and reliability where every detail matters.
Building Enterprise Trust: Rapidflare Achieves SOC 2 Type II Compliance
Rapidflare is now SOC 2 Type II certified, ensuring enterprise-grade security, compliance, and trustworthy AI agents for sales in the electronics industry.
Task-Specific AI vs Generic LLMs: Why Precision and Reliability Matter
Discover why task-specific AI outperforms generic LLMs in precision, reliability, and context for mission-critical industries.