[ AI / Agents ]

    AI Agent Development Services that scale.

    Custom AI agent development services — production-grade autonomous LLM agents with multi-step reasoning, typed tool use, persistent memory and safe autonomy for sales, support and operations.

    LangGraphTool useMemoryGuardrails
    Multi-step

    Reasoning

    Typed

    Tool calls

    HITL

    By design

    Observable

    Every trace

    [ What we build ]

    Engineered for scale.

    Agents are powerful and fragile in the same breath. We design agent systems with bounded autonomy, typed tool interfaces, durable state, replayable traces and human-in-the-loop where stakes are real. Demos look easy; reliability is engineering.

    [ Features ]

    CORE capabilities.

    01

    Planner / executor architecture

    Decoupled reasoning and execution with clear handoff and checkpoints.

    02

    Tool calling

    Typed, schema-validated tool interfaces — no hallucinated function calls.

    03

    Persistent memory

    Episodic, semantic and working memory backed by vector and structured stores.

    04

    Guardrails

    Policy checks, input/output filters, prompt-injection defence and budget caps.

    05

    Human-in-the-loop

    Approval gates, confidence routing and graceful escalation patterns.

    06

    Observability

    Replayable traces, eval suites and dashboards that surface drift early.

    [ Process ]

    HOW WE deliver.

    01

    Discovery & data audit

    We map the use case, evaluate data readiness and de-risk the AI hypothesis before any model work.

    02

    Prototype & evaluate

    Rapid prototypes with structured eval sets so we measure quality before scaling spend.

    03

    Productionise

    Hardened pipelines, guardrails, observability, cost controls and a CI loop tuned for ML.

    04

    Operate & improve

    Drift monitoring, eval regression suites and a roadmap that compounds model quality over time.

    [ Tech stack ]

    Tools we trust.

    LangGraphLangChainOpenAIAnthropicPineconePostgresTemporalLangfuse

    [ Why this matters ]

    Outcomes you measure.

    • Agents that complete tasks end-to-end, not just chat
    • Bounded autonomy — fast where safe, escalating where not
    • Replayable, debuggable behaviour for compliance and trust
    • Cost and latency budgets enforced in CI

    [ FAQ ]

    Common questions.

    [ Now booking Q3 2026 ]

    LET'S BUILD
    YOUR AI advantage.

    One async intake, one 30-minute call, one tightly-scoped proposal. No procurement theatre.

    Let's make an impact together.
    sales@seraphic.io

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