Beyond Code
Studio 6

Evolution

Subtitle

Evolving the reliable Studio 5 system into a long-lived platform.

Studio Focus This studio chapter is hands-on: implement, verify behavior, and document tradeoffs as you iterate.

The Situation

Studio 5 made the architecture reliable: retries, idempotency, fallback behavior, and reproducible regression checks.

Now the challenge is not reliability alone. It is sustained evolution under new requirements, new clients, and changing policies.

Typical pressure points:

  • new business rules that must coexist with legacy behavior
  • API evolution without breaking existing consumers
  • data migrations that must be reversible
  • feature rollout risk in production environments

Studio 6 is the logical next step: evolve safely without losing reliability or architectural clarity.

Engineering Brief

Deliver new capabilities while preserving Studio 5 trust guarantees.

Required outcomes:

  • introduce versioned behavior behind stable contracts
  • support compatibility mode for old clients
  • add explicit migration path and rollback trigger
  • preserve reliability checks from Studio 5
  • define evolution governance (deprecation, sunset, ownership)

Implementation guidance:

  • use additive changes before breaking replacements
  • isolate v1/v2 differences behind strategy or adapter seam
  • treat migration as code, not informal operations notes
  • gate rollout with measurable signals and exit criteria

Implementation In Nex

Suggested files:

  • evolution_types.nex
  • delivery_evolution.nex
  • knowledge_evolution.nex
  • world_evolution.nex
  • migration_runner.nex
  • studio_6_main.nex

Shared Evolution Types

class Evolution_Result
create
  make(status: String, value: String, mode: String) do
    this.status := status
    this.value := value
    this.mode := mode
  end
feature
  status: String
  value: String
  mode: String
invariant
  status_present: status /= ""
  value_present: value /= ""
  mode_present: mode /= ""
end

class Rollout_Config
create
  make(use_v2: Boolean, compatibility_mode: Boolean) do
    this.use_v2 := use_v2
    this.compatibility_mode := compatibility_mode
  end
feature
  use_v2: Boolean
  compatibility_mode: Boolean
end

Delivery Evolution (Policy V1 -> V2)

Continuation from Studio 5 delivery reliability flow.

class Delivery_Policy_V1
feature
  decide_priority(tier: String): String
    require
      tier_present: tier /= ""
    do
      if tier = "PREMIUM" then
        result := "FAST_TRACK"
      else
        result := "STANDARD_TRACK"
      end
    ensure
      known_result: result = "FAST_TRACK" or result = "STANDARD_TRACK"
    end
end

class Delivery_Policy_V2
feature
  decide_priority(tier: String, risk_score: Integer): String
    require
      tier_present: tier /= ""
      risk_non_negative: risk_score >= 0
    do
      if tier = "PREMIUM" and risk_score < 50 then
        result := "FAST_TRACK"
      elseif tier = "PREMIUM" then
        result := "SAFE_TRACK"
      else
        result := "STANDARD_TRACK"
      end
    ensure
      known_result:
        result = "FAST_TRACK" or
        result = "SAFE_TRACK" or
        result = "STANDARD_TRACK"
    end
end

class Delivery_Evolution_Service
create
  make(
    v1: Delivery_Policy_V1,
    v2: Delivery_Policy_V2,
    config: Rollout_Config
  ) do
    this.v1 := v1
    this.v2 := v2
    this.config := config
  end
feature
  v1: Delivery_Policy_V1
  v2: Delivery_Policy_V2
  config: Rollout_Config

  route_mode(tier: String, risk_score: Integer): Evolution_Result
    require
      tier_present: tier /= ""
      risk_non_negative: risk_score >= 0
    do
      if config.use_v2 then
        result := create Evolution_Result.make(
          "OK",
          v2.decide_priority(tier, risk_score),
          "V2"
        )
      else
        result := create Evolution_Result.make(
          "OK",
          v1.decide_priority(tier),
          "V1"
        )
      end
    ensure
      ok_status: result.status = "OK"
    end
end

Knowledge Evolution (Compatibility Adapter)

Continuation from Studio 5 safe query + fallback logic.

class Knowledge_Query_V1
feature
  run(query: String): String
    require
      query_present: query /= ""
    do
      result := "DOC:K-LEGACY"
    ensure
      non_empty: result /= ""
    end
end

class Knowledge_Query_V2
feature
  run(query: String, intent: String): String
    require
      query_present: query /= ""
      intent_present: intent /= ""
    do
      if intent = "deep" then
        result := "DOC:K-DEEP"
      else
        result := "DOC:K-FAST"
      end
    ensure
      non_empty: result /= ""
    end
end

class Knowledge_Compatibility_Adapter
create
  make(v2: Knowledge_Query_V2) do
    this.v2 := v2
  end
feature
  v2: Knowledge_Query_V2

  run_v1_shape(query: String): String
    require
      query_present: query /= ""
    do
      result := v2.run(query, "fast")
    ensure
      non_empty: result /= ""
    end
end

class Knowledge_Evolution_Service
create
  make(
    v1: Knowledge_Query_V1,
    v1_on_v2: Knowledge_Compatibility_Adapter,
    config: Rollout_Config
  ) do
    this.v1 := v1
    this.v1_on_v2 := v1_on_v2
    this.config := config
  end
feature
  v1: Knowledge_Query_V1
  v1_on_v2: Knowledge_Compatibility_Adapter
  config: Rollout_Config

  query(query: String): Evolution_Result
    require
      query_present: query /= ""
    do
      if config.use_v2 and not config.compatibility_mode then
        result := create Evolution_Result.make(
          "OK",
          "DOC:K-DEEP",
          "V2_NATIVE"
        )
      elseif config.use_v2 then
        result := create Evolution_Result.make(
          "OK",
          v1_on_v2.run_v1_shape(query),
          "V2_COMPAT"
        )
      else
        result := create Evolution_Result.make(
          "OK",
          v1.run(query),
          "V1"
        )
      end
    ensure
      ok_status: result.status = "OK"
    end
end

World Evolution (Feature Flagged Rule Extension)

Continuation from Studio 5 safe world-step behavior.

class World_Rules_V1
feature
  apply(x: Integer, delta: Integer, max_x: Integer): Integer
    require
      max_valid: max_x >= 0
    do
      let next: Integer := x + delta
      if next < 0 then
        result := 0
      elseif next > max_x then
        result := max_x
      else
        result := next
      end
    ensure
      bounded: result >= 0 and result <= max_x
    end
end

class World_Rules_V2
feature
  apply(x: Integer, delta: Integer, max_x: Integer): Integer
    require
      max_valid: max_x >= 0
    do
      -- New damping rule for safer high-velocity transitions.
      let effective_delta: Integer := delta
      if delta > 3 then
        effective_delta := 3
      elseif delta < -3 then
        effective_delta := -3
      end

      let next: Integer := x + effective_delta
      if next < 0 then
        result := 0
      elseif next > max_x then
        result := max_x
      else
        result := next
      end
    ensure
      bounded: result >= 0 and result <= max_x
    end
end

class World_Evolution_Service
create
  make(
    v1: World_Rules_V1,
    v2: World_Rules_V2,
    config: Rollout_Config
  ) do
    this.v1 := v1
    this.v2 := v2
    this.config := config
  end
feature
  v1: World_Rules_V1
  v2: World_Rules_V2
  config: Rollout_Config

  step(x: Integer, delta: Integer, max_x: Integer): Evolution_Result
    require
      max_valid: max_x >= 0
    do
      if config.use_v2 then
        result := create Evolution_Result.make(
          "OK",
          "X=" + v2.apply(x, delta, max_x),
          "V2"
        )
      else
        result := create Evolution_Result.make(
          "OK",
          "X=" + v1.apply(x, delta, max_x),
          "V1"
        )
      end
    ensure
      ok_status: result.status = "OK"
    end
end

Migration Runner + Rollback Trigger

class Migration_Runner
create
  make(initial_count: Integer) do
    this.migrated_count := initial_count
  end
feature
  migrated_count: Integer

  run(canary_passed: Boolean): String
    do
      if canary_passed then
        migrated_count := migrated_count + 100
        result := "MIGRATION_CONTINUE"
      else
        result := "ROLLBACK"
      end
    ensure
      known_result: result = "MIGRATION_CONTINUE" or result = "ROLLBACK"
    end
end

class App
feature
  run() do
    let cfg: Rollout_Config := create Rollout_Config.make(true, true)

    -- Delivery evolution
    let d1: Delivery_Policy_V1 := create Delivery_Policy_V1
    let d2: Delivery_Policy_V2 := create Delivery_Policy_V2
    let de: Delivery_Evolution_Service
      := create Delivery_Evolution_Service.make(d1, d2, cfg)

    let dr: Evolution_Result := de.route_mode("PREMIUM", 70)
    print("Delivery: mode=" + dr.mode + " value=" + dr.value)

    -- Knowledge evolution
    let k1: Knowledge_Query_V1 := create Knowledge_Query_V1
    let kv2: Knowledge_Query_V2 := create Knowledge_Query_V2
    let ka: Knowledge_Compatibility_Adapter
      := create Knowledge_Compatibility_Adapter.make(kv2)
    let ke: Knowledge_Evolution_Service
      := create Knowledge_Evolution_Service.make(k1, ka, cfg)

    let kr: Evolution_Result := ke.query("contracts")
    print("Knowledge: mode=" + kr.mode + " value=" + kr.value)

    -- World evolution
    let w1: World_Rules_V1 := create World_Rules_V1
    let w2: World_Rules_V2 := create World_Rules_V2
    let we: World_Evolution_Service
      := create World_Evolution_Service.make(w1, w2, cfg)

    let wr: Evolution_Result := we.step(8, 6, 10)
    print("World: mode=" + wr.mode + " value=" + wr.value)

    -- Migration + rollback gate
    let m: Migration_Runner := create Migration_Runner.make(0)
    print("Migration gate: " + m.run(true))
    print("Migration count: " + m.migrated_count)
    print("Rollback gate: " + m.run(false))
  end
end

Expected outcomes:

  • v2 behavior can be rolled out without breaking v1 clients
  • compatibility mode supports gradual client migration
  • migration continues only when canary checks pass
  • rollback condition is explicit and executable

Studio Challenges

Level 1 — One Evolution Path

  • evolve one Studio 5 service from v1 to v2 behind a stable contract
  • add compatibility mode
  • prove old client behavior still works

Level 2 — Coordinated Multi-Domain Evolution

  • add v2 behavior for delivery, knowledge, and world
  • define one shared rollout policy
  • show canary/rollback behavior with run logs

Level 3 — Future-Proofing Drill

  • simulate two additional future changes
  • evaluate if current seams absorb them cleanly
  • define deprecation timeline and ownership

Postmortem

Discuss with evidence:

  • Which seam was most valuable for safe evolution?
  • Which compatibility costs were worth paying?
  • What should be deprecated next, and when?
  • Which metrics should gate future rollouts?

Deliverables

  • versioning plan (v1/v2 behavior map)
  • compatibility matrix (client version vs service mode)
  • migration + rollback playbook with gate conditions
  • updated Nex code and evolution run logs
  • deprecation roadmap with dates and owners

Exit Criteria

You are ready for Part IX if:

  • critical services evolve through versioned seams, not rewrites
  • compatibility behavior is explicit and tested
  • migration and rollback are operationally defined
  • reliability guarantees from Studio 5 remain intact during evolution