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Preisser Solutions
Case Studies/Internal — Preisser Solutions Toolset
Internal Platform • AI Architecture

Agentic Coding Specialists — The Toolset Behind Every Shipped Build

Specialized agentic coding models that architect, debug, and ship entire projects autonomously. Each agent is tuned for a specific domain — frontend, backend, data, agents themselves.

Multi-agent
Claude Code delegation pattern
3 phases
Research, build, verify
Schema
Validated sub-agent briefs
Portable
AGENTS.md / .claude configuration
01
Multi-agent
Claude Code delegation pattern
02
3 phases
Research, build, verify
03
Schema
Validated sub-agent briefs
04
Portable
AGENTS.md / .claude configuration
Before

Generic AI coding tools, generic results.

Off-the-shelf AI coding assistants are general-purpose by design. That generality is fine for autocomplete and one-shot snippets, and a serious tax on serious work. A frontend agent should think about design systems and animation choreography. A backend agent should think about schema migrations and idempotency. A research agent should think about citations. They should not all be the same agent.

The Preisser Solutions toolset is built around specialization. Each agentic coding specialist is tuned for a specific domain, runs through a research → build → verify pipeline, and delegates to sub-agents when the work is parallelizable. The result is shipped projects, not snippets.

What we built

Claude Code multi-agent delegation, specialized per domain.

Each specialist runs Claude Code as the orchestration layer. The main thread coordinates — never executes — and delegates to sub-agents with clear, schema-validated briefs. The pipeline is consistent across specialists: a research phase establishes what is known and what needs to be discovered, a build phase produces the work in isolation, and a verify phase runs the actual checks (tests, type-checks, lint, hand-off review) before anything is claimed complete.

AGENTS.md and .claude configuration files make every specialist portable. The same agent can be pointed at a new repository and pick up the conventions of that codebase without re-tuning. The whole toolset is what makes Preisser Solutions ship work at the volume and quality that named clients expect.

Specifications

How the toolset is wired.

Claude Code multi-agent delegation pattern

Sub-agent architecture with clear briefs and schema validation

Research → build → verify three-phase pipeline

Domain-specific tuning per specialist

AGENTS.md / .claude configuration for portability across repos

Orchestrator-only main threads — sub-agents do the work

Specialist roles

  • Frontend specialist — design systems, animation, accessibility
  • Backend specialist — schema, migrations, idempotency, API design
  • Data specialist — pipelines, transformations, schema validation
  • Agent specialist — building further agents and prompts
  • Verification specialist — tests, lint, type-checks, review pass

Pipeline mechanics

  • Research phase establishes context and unknowns
  • Build phase happens in isolation per sub-agent
  • Verify phase runs the actual commands and reports evidence
  • Schema-validated briefs prevent silent contract drift
Results

Outcomes the engagement actually produced.

Result 01
Multi-agent
Claude Code delegation pattern

Every specialist runs as a main-thread orchestrator with sub-agents handling parallelizable work.

Result 02
3 phases
Research, build, verify

Each task moves through research, build, and verify phases — verification is not optional.

Result 03
Schema briefs
Validated sub-agent contracts

Sub-agent briefs are schema-validated so the contract between orchestrator and worker does not silently drift.

Result 04
Portable
Configuration across repos

AGENTS.md and .claude configuration make every specialist portable — point at a new repo and the conventions follow.

Tech stack
Claude CodeClaude APIMulti-agent orchestrationSchema-validated briefsAGENTS.md configuration.claude toolingDomain-specific prompt tuning

Want shipped work, not snippets?

Preisser Solutions runs an internal toolset of agentic coding specialists. Engagements ship through that toolset. Free 30-minute scoping call.