.gitea/workflows/review-reusable.yml

@@ -44,7 +44,7 @@ on:
     #
     # Owner-set user-scope variables (see README "Central config via variables"):
     #   GADFLY_DEFAULT_MODELS, GADFLY_DEFAULT_SPECIALISTS,
-    #   GADFLY_DEFAULT_PROVIDER_CONCURRENCY, GADFLY_DEFAULT_PROVIDER_LENS_CONCURRENCY,
+    #   GADFLY_DEFAULT_PROVIDER_LENS_CONCURRENCY (the provider-wide lens budget),
     #   GADFLY_ENDPOINT_NETHERSTORM (the local GPU box endpoint).
     # An unset variable + no input → the image default (one model, default suite),
     # so a public consumer with neither still gets a sane minimal review.
@@ -53,8 +53,8 @@ on:
       specialists:               { type: string, default: "" }   # GADFLY_SPECIALISTS — empty falls back to user var GADFLY_DEFAULT_SPECIALISTS
       provider:                  { type: string, default: "" }   # GADFLY_PROVIDER
       base_url:                  { type: string, default: "" }   # GADFLY_BASE_URL
-      provider_concurrency:      { type: string, default: "" }   # GADFLY_PROVIDER_CONCURRENCY — empty falls back to user var GADFLY_DEFAULT_PROVIDER_CONCURRENCY
-      provider_lens_concurrency: { type: string, default: "" }   # GADFLY_PROVIDER_LENS_CONCURRENCY — empty falls back to user var GADFLY_DEFAULT_PROVIDER_LENS_CONCURRENCY
+      provider_concurrency:      { type: string, default: "" }   # DEPRECATED / ignored — the per-provider MODEL cap was removed; the lens budget below is the single throttle. Kept so existing callers don't error.
+      provider_lens_concurrency: { type: string, default: "" }   # GADFLY_PROVIDER_LENS_CONCURRENCY — the per-provider lens budget (shared across the provider's models); empty falls back to user var GADFLY_DEFAULT_PROVIDER_LENS_CONCURRENCY
       timeout_secs:              { type: string, default: "600" }   # GADFLY_TIMEOUT_SECS (per lens)
       max_steps:                 { type: string, default: "14" }   # GADFLY_MAX_STEPS
       worker_model:              { type: string, default: "" }   # GADFLY_WORKER_MODEL
@@ -151,7 +151,9 @@ jobs:
           GADFLY_SPECIALISTS: ${{ inputs.specialists || vars.GADFLY_DEFAULT_SPECIALISTS }}
           GADFLY_PROVIDER: ${{ inputs.provider }}
           GADFLY_BASE_URL: ${{ inputs.base_url }}
-          GADFLY_PROVIDER_CONCURRENCY: ${{ inputs.provider_concurrency || vars.GADFLY_DEFAULT_PROVIDER_CONCURRENCY }}
+          # NB: GADFLY_PROVIDER_CONCURRENCY (the old model cap) is intentionally no
+          # longer forwarded — entrypoint.sh ignores it. The lens budget is the one
+          # throttle now, shared across a provider's models.
           GADFLY_PROVIDER_LENS_CONCURRENCY: ${{ inputs.provider_lens_concurrency || vars.GADFLY_DEFAULT_PROVIDER_LENS_CONCURRENCY }}
           GADFLY_TIMEOUT_SECS: ${{ inputs.timeout_secs }}
           GADFLY_MAX_STEPS: ${{ inputs.max_steps }}

CLAUDE.md

@@ -57,7 +57,7 @@ Dockerfile             multi-stage; private-module creds via BuildKit secrets ne
 .gitea/workflows/build-image.yml   push main → :latest; tag v* → :<tag>+:latest; PR → build-only
 .gitea/workflows/review-reusable.yml  reusable (workflow_call) review job; resolves swarm config at
                        RUNTIME: consumer `with:` input → owner user-scope var (GADFLY_DEFAULT_MODELS /
-                       _SPECIALISTS / _PROVIDER_CONCURRENCY / _PROVIDER_LENS_CONCURRENCY, +
+                       _SPECIALISTS / _PROVIDER_LENS_CONCURRENCY, +
                        GADFLY_ENDPOINT_RAGNAROS) → image default. Vars are injected per-run, so editing
                        one var retunes the whole fleet even though long-lived act_runners CACHE this file
                        by ref (a moved tag is NOT re-fetched — only a runtime value or a fresh @<sha>
@@ -154,10 +154,19 @@ are actually exercised. OpenAI/Anthropic/Google come from majordomo's abstractio
   NOT re-pulled, so the job silently runs the previous image. For a run that must use a specific
   build (e.g. validating a just-pushed fix), pin the consumer stub to the immutable
   `:sha-<short>` tag the build publishes, not `:latest`.
-- **Concurrency is per-provider** (`entrypoint.sh`): each provider is a lane, lanes run in
-  parallel, `cap` (from `GADFLY_PROVIDER_CONCURRENCY` else `GADFLY_CONCURRENCY`, default 1) bounds
-  models-at-once within a lane. The review timeout (`GADFLY_TIMEOUT_SECS`) is **per-lens**, not
-  shared across the suite — a slow model can't starve later lenses (the original timeout bug).
+- **Concurrency is one per-provider lens budget** (`entrypoint.sh` + `cmd/gadfly/lenssem.go`):
+  each provider is a lane, lanes run in parallel, and within a lane ALL of the provider's models
+  run at once — the only throttle is a **provider-wide lens budget** (max lens passes in flight,
+  a lens = one specialist's review+recheck). The budget comes from
+  `GADFLY_PROVIDER_LENS_CONCURRENCY` (`provider=N` map) else `GADFLY_LENS_CONCURRENCY` (default 1).
+  Because models are separate processes, the budget is a **cross-process permit pool**: entrypoint
+  seeds a per-lane dir of N flock files; each model's binary acquires one before a lens pass and
+  releases it after (flock auto-drops on process death). This replaced the old two-level
+  `GADFLY_PROVIDER_CONCURRENCY` MODEL cap × per-model `GADFLY_LENS_CONCURRENCY`, which multiplied
+  and let a model hold its slot through its last lens — stalling the next model with idle lens
+  capacity. Those two model-cap vars are now **ignored**. The review timeout
+  (`GADFLY_TIMEOUT_SECS`) is **per-lens**, not shared across the suite — a slow lens can't starve
+  the others (the original timeout bug).
 - **Large-PR token burn**: the agent loop re-sends the whole transcript every step, so a giant
   diff (the old `get_diff` dumped it untruncated, and it was embedded in both the review and
   recheck task) was re-transmitted ~steps × lenses × passes × models times — a ~250 K-token PR

README.md

@@ -272,38 +272,32 @@ Unset = no delegation (current behavior).
 ### Concurrency (per-provider lanes)
 
 With multiple models, each **provider** is its own lane and lanes run in **parallel**, so a fast
-cloud provider isn't stuck behind a slow local box. Within a lane, at most `cap` models run at
-once — `cap` comes from `GADFLY_PROVIDER_CONCURRENCY` (a `provider=N` map) else `GADFLY_CONCURRENCY`
-(default `1`). The timeout is **per-lens** (`GADFLY_TIMEOUT_SECS`), so a slow model on one lens
-can't starve the others.
+cloud provider isn't stuck behind a slow local box. There is **one throttle**: a per-provider
+**lens budget** — the max number of lens passes (a lens = one specialist's review+recheck) in
+flight at once for that provider. Every model in the lane runs concurrently and its lenses draw
+from that single shared budget, so nothing else caps how many models run. The budget comes from
+`GADFLY_PROVIDER_LENS_CONCURRENCY` (a `provider=N` map) else the `GADFLY_LENS_CONCURRENCY` scalar
+(default `1`). The timeout is **per-lens** (`GADFLY_TIMEOUT_SECS`), so a slow lens can't starve
+the others.
 
 ```yaml
-# One local box (serial — it serves one model at a time) + 3 cloud reviews at once,
-# both lanes running concurrently:
-GADFLY_PROVIDER_CONCURRENCY: "ollama-cloud=3,m1pro=1"
+# The local box gets 1 lens at a time (serial); the cloud lane runs up to 3 lens passes at once,
+# shared across ALL its models. Both lanes run concurrently.
+GADFLY_PROVIDER_LENS_CONCURRENCY: "ollama-cloud=3,m1pro=1"
 GADFLY_MODELS: "m1pro/qwen3:14b,qwen3-coder:480b-cloud,gpt-oss:120b-cloud"
 ```
 
 A model's provider is the spec's first segment (`m1pro/…` → `m1pro`), or `GADFLY_PROVIDER`/
-`ollama-cloud` for a bare id. Default (`cap 1`) keeps a single-provider pool fully sequential.
+`ollama-cloud` for a bare id. The budget is **shared across the provider's models**: with a
+budget of 3 and two cloud models, you get 3 lens passes in flight in any mix — as one model
+finishes a lens, the freed slot immediately goes to another model's next lens, so a model
+winding down to its last lens never stalls the others (the pre-2026-07 design capped *models*
+separately and did stall — that `GADFLY_PROVIDER_CONCURRENCY`/`GADFLY_CONCURRENCY` model cap is
+**gone**; those vars are now ignored). Default (budget `1`) keeps a provider fully sequential.
 
-**Lens fan-out (within a model).** By default the specialist lenses run **sequentially** inside
-each model (`GADFLY_LENS_CONCURRENCY=1`). Raise it to overlap the independent per-lens
-review+recheck passes — the model then posts its consolidated comment as soon as its lenses
-finish (so with sequential models, results stream in per model and per-model timings stay
-clean). Like the model cap, it's **per-provider configurable**: `GADFLY_PROVIDER_LENS_CONCURRENCY`
-takes a `provider=N` map keyed by the **same provider lanes** as `GADFLY_PROVIDER_CONCURRENCY`,
-falling back to the `GADFLY_LENS_CONCURRENCY` scalar (default `1`). **It multiplies with the
-model cap:** total in-flight requests ≈ *models-at-once × lenses-at-once*, so to fan lenses out
-without oversubscribing a backend, keep its model cap low and raise its lens cap:
-
-```yaml
-# Per provider: cloud runs one model at a time but fans its 3 lenses out (3 concurrent requests);
-# the slow local box stays fully serial. Both provider lanes still run in parallel.
-GADFLY_PROVIDER_CONCURRENCY:      "ollama-cloud=1,m1=1"
-GADFLY_PROVIDER_LENS_CONCURRENCY: "ollama-cloud=3,m1=1"
-GADFLY_SPECIALISTS: "security,correctness,error-handling"
-```
+> Under the hood the shared budget is a small cross-process permit pool (flock files, seeded per
+> lane by `entrypoint.sh`); permits release automatically if a model process dies, so a crashed
+> lens can't leak budget.
 
 ### Live status board
 
@@ -418,8 +412,7 @@ on its next review **without** a re-pin or a tag move:
 |---|---|
 | `GADFLY_DEFAULT_MODELS` | `GADFLY_MODELS` (csv) |
 | `GADFLY_DEFAULT_SPECIALISTS` | the lens suite |
-| `GADFLY_DEFAULT_PROVIDER_CONCURRENCY` | models-at-once per provider |
-| `GADFLY_DEFAULT_PROVIDER_LENS_CONCURRENCY` | lenses-at-once per provider |
+| `GADFLY_DEFAULT_PROVIDER_LENS_CONCURRENCY` | the per-provider lens budget (lens passes in flight per provider, shared across its models) |
 | `GADFLY_ENDPOINT_RAGNAROS` | a named endpoint, e.g. `llamaswap\|https://host` |
 
 Adding a *new* named endpoint still needs a one-line reusable edit (Gitea can't auto-expose arbitrary
@@ -441,10 +434,9 @@ The reviewer binary reads these (the stub/entrypoint set sane defaults):
 | `GADFLY_SELECTOR_MODEL` | review model | model that picks lenses in `auto` mode |
 | `GADFLY_WORKER_MODEL` | — | cheap model for `delegate_investigation`; unset = no delegation |
 | `GADFLY_WORKER_MAX_STEPS` | 8 | tool-step cap for a delegated worker run |
-| `GADFLY_CONCURRENCY` | 1 | default max models run at once **per provider** |
-| `GADFLY_PROVIDER_CONCURRENCY` | — | per-provider overrides, e.g. `ollama-cloud=3,m1pro=1` |
-| `GADFLY_LENS_CONCURRENCY` | 1 | specialist lenses run at once **within a model** (× model cap = total in-flight) |
-| `GADFLY_PROVIDER_LENS_CONCURRENCY` | — | per-provider lens overrides, same lanes as `GADFLY_PROVIDER_CONCURRENCY`, e.g. `ollama-cloud=3,m1=1` |
+| `GADFLY_LENS_CONCURRENCY` | 1 | **per-provider lens budget** — lens passes in flight per provider, shared across all its models (all a provider's models run at once; this is the only throttle) |
+| `GADFLY_PROVIDER_LENS_CONCURRENCY` | — | per-provider lens-budget overrides, a `provider=N` map, e.g. `ollama-cloud=3,m1=1` |
+| `GADFLY_CONCURRENCY` / `GADFLY_PROVIDER_CONCURRENCY` | — | **removed** (was the per-provider models-at-once cap; now ignored — the lens budget is the single throttle) |
 | `GADFLY_MAX_STEPS` | 24 | review-pass tool-step cap |
 | `GADFLY_TIMEOUT_SECS` | 300 | deadline **per specialist lens** (review+recheck) |
 | `GADFLY_RECHECK` | on | set `0`/`false` to skip the recheck pass |

cmd/gadfly/lenssem.go

@@ -0,0 +1,86 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"os"
+	"path/filepath"
+	"syscall"
+	"time"
+)
+
+// lensSem is the PROVIDER-WIDE lens-permit pool. Historically each model's binary
+// throttled its own lenses in-process (GADFLY_LENS_CONCURRENCY) while entrypoint.sh
+// separately capped how many MODELS ran at once — two multiplicative gates in
+// different processes. That let a model hold its whole slot until its last lens
+// finished, stalling the next model even with idle lens capacity.
+//
+// Instead, entrypoint.sh now runs all of a provider's models concurrently and
+// seeds ONE directory of N permit files per provider (N = the provider's lens
+// budget). Every model process in that lane draws from the same pool: a lens pass
+// (review + recheck) acquires a permit before it runs and releases it after, so a
+// model winding down immediately yields its freed permits to another model's
+// queued lenses. Permits are held with flock, which the kernel drops when the
+// holding process exits — so a killed/crashed model frees its permits for free.
+type lensSem struct {
+	dir  string
+	size int
+}
+
+// lensSemPollInterval is how often a blocked acquirer re-sweeps the permit files.
+// Lens passes run for many seconds to minutes, so a coarse poll adds negligible
+// latency while keeping the mechanism a few lines of stdlib (no IPC primitives).
+const lensSemPollInterval = 150 * time.Millisecond
+
+// activeLensSem returns the shared semaphore configured by entrypoint.sh, or nil
+// when it isn't set (standalone/local runs, tests, or an older entrypoint) — in
+// which case runSpecialists falls back to the in-process fanout limit alone, i.e.
+// the pre-existing per-model behavior.
+func activeLensSem() *lensSem {
+	dir := os.Getenv("GADFLY_LENS_SEM_DIR")
+	if dir == "" {
+		return nil
+	}
+	n := envInt("GADFLY_LENS_SEM_SIZE", 0)
+	if n < 1 {
+		return nil
+	}
+	return &lensSem{dir: dir, size: n}
+}
+
+// acquire blocks until a permit is free (or ctx is done) and returns a release
+// func. On cancellation it returns a no-op release plus ctx.Err(), so callers can
+// surface the lens as "did not run" rather than leaking a permit.
+func (s *lensSem) acquire(ctx context.Context) (func(), error) {
+	for {
+		if release, ok := s.tryAcquire(); ok {
+			return release, nil
+		}
+		select {
+		case <-ctx.Done():
+			return func() {}, ctx.Err()
+		case <-time.After(lensSemPollInterval):
+		}
+	}
+}
+
+// tryAcquire makes one non-blocking sweep over the permit files, returning a
+// release func for the first one it locks. The permit files are created lazily
+// (entrypoint.sh only guarantees the directory exists), so a fresh pool needs no
+// seeding step beyond mkdir. Closing the *os.File in the returned func drops the
+// flock (the lock lives on the open file description).
+func (s *lensSem) tryAcquire() (func(), bool) {
+	for i := 0; i < s.size; i++ {
+		path := filepath.Join(s.dir, fmt.Sprintf("permit.%d", i))
+		f, err := os.OpenFile(path, os.O_RDWR|os.O_CREATE, 0o600)
+		if err != nil {
+			continue
+		}
+		if err := syscall.Flock(int(f.Fd()), syscall.LOCK_EX|syscall.LOCK_NB); err != nil {
+			f.Close()
+			continue
+		}
+		return func() { f.Close() }, true
+	}
+	return nil, false
+}

cmd/gadfly/lenssem_test.go

@@ -0,0 +1,110 @@
+package main
+
+import (
+	"context"
+	"sync"
+	"sync/atomic"
+	"testing"
+	"time"
+)
+
+// flock permits are per open-file-description, so two separate opens of the same
+// permit file conflict even within one process — the exhaustion, blocking, and
+// max-in-flight tests below therefore exercise the same semantics a real
+// multi-process lane would see.
+
+func TestActiveLensSemUnset(t *testing.T) {
+	t.Setenv("GADFLY_LENS_SEM_DIR", "")
+	if s := activeLensSem(); s != nil {
+		t.Fatalf("expected nil sem when GADFLY_LENS_SEM_DIR unset, got %+v", s)
+	}
+	// A dir with a zero/blank size is inert too (must not divide the pool by 0).
+	t.Setenv("GADFLY_LENS_SEM_DIR", t.TempDir())
+	t.Setenv("GADFLY_LENS_SEM_SIZE", "0")
+	if s := activeLensSem(); s != nil {
+		t.Fatalf("expected nil sem when size < 1, got %+v", s)
+	}
+}
+
+func TestLensSemExhaustionAndRelease(t *testing.T) {
+	s := &lensSem{dir: t.TempDir(), size: 2}
+
+	r1, ok := s.tryAcquire()
+	if !ok {
+		t.Fatal("first acquire should succeed")
+	}
+	r2, ok := s.tryAcquire()
+	if !ok {
+		t.Fatal("second acquire should succeed")
+	}
+	if _, ok := s.tryAcquire(); ok {
+		t.Fatal("third acquire should fail: pool of 2 is exhausted")
+	}
+
+	r1() // free one permit
+	r3, ok := s.tryAcquire()
+	if !ok {
+		t.Fatal("acquire should succeed after a release")
+	}
+	r2()
+	r3()
+}
+
+func TestLensSemAcquireBlocksThenCancels(t *testing.T) {
+	s := &lensSem{dir: t.TempDir(), size: 1}
+
+	// Immediate success while a permit is free.
+	release, err := s.acquire(context.Background())
+	if err != nil {
+		t.Fatalf("acquire on a free pool: %v", err)
+	}
+
+	// With the only permit held, acquire must block until ctx expires.
+	ctx, cancel := context.WithTimeout(context.Background(), 100*time.Millisecond)
+	defer cancel()
+	start := time.Now()
+	if _, err := s.acquire(ctx); err == nil {
+		t.Fatal("acquire on an exhausted pool should return ctx error, not a permit")
+	}
+	if waited := time.Since(start); waited < 50*time.Millisecond {
+		t.Fatalf("acquire returned too fast (%v); it should have blocked on the full pool", waited)
+	}
+	release()
+}
+
+func TestLensSemNeverExceedsSize(t *testing.T) {
+	const size = 3
+	s := &lensSem{dir: t.TempDir(), size: size}
+
+	var inFlight, peak int64
+	var wg sync.WaitGroup
+	for i := 0; i < 12; i++ {
+		wg.Add(1)
+		go func() {
+			defer wg.Done()
+			release, err := s.acquire(context.Background())
+			if err != nil {
+				t.Errorf("acquire: %v", err)
+				return
+			}
+			defer release()
+			n := atomic.AddInt64(&inFlight, 1)
+			for {
+				p := atomic.LoadInt64(&peak)
+				if n <= p || atomic.CompareAndSwapInt64(&peak, p, n) {
+					break
+				}
+			}
+			time.Sleep(20 * time.Millisecond)
+			atomic.AddInt64(&inFlight, -1)
+		}()
+	}
+	wg.Wait()
+
+	if peak > size {
+		t.Fatalf("max in-flight lens permits = %d, exceeds budget %d", peak, size)
+	}
+	if peak == 0 {
+		t.Fatal("no permits were ever acquired")
+	}
+}

cmd/gadfly/main.go

@@ -49,15 +49,18 @@
 //	GADFLY_RECHECK        set to 0/false to skip the recheck pass (optional, default on).
 //	GADFLY_RECHECK_MAX_STEPS recheck-pass step cap (optional, default 16).
 //	GADFLY_TIMEOUT_SECS   overall deadline in seconds, shared by both passes (optional, default 300).
-//	GADFLY_LENS_CONCURRENCY how many specialist lenses run concurrently within this
-//	                        model (optional, default 1 = sequential). Total in-flight
-//	                        model requests ≈ this × entrypoint.sh's per-provider model
-//	                        concurrency, so keep the product within the backend's budget.
+//	GADFLY_LENS_CONCURRENCY how many specialist lenses run concurrently (optional,
+//	                        default 1 = sequential). Under entrypoint.sh this is the
+//	                        PROVIDER-WIDE lens budget, shared across all of that
+//	                        provider's models via a permit pool (GADFLY_LENS_SEM_DIR),
+//	                        so it bounds total lens passes in flight per provider.
 //	GADFLY_PROVIDER_LENS_CONCURRENCY per-provider override for the above, as a
-//	                        "provider=N,provider=N" map keyed by the SAME provider
-//	                        lanes as GADFLY_PROVIDER_CONCURRENCY (e.g.
-//	                        "ollama-cloud=3,m1=1"). Wins over GADFLY_LENS_CONCURRENCY
-//	                        for the model's provider; falls back to it otherwise.
+//	                        "provider=N,provider=N" map keyed by the provider lanes
+//	                        (e.g. "ollama-cloud=3,m1=1"). Wins over
+//	                        GADFLY_LENS_CONCURRENCY for the model's provider.
+//	GADFLY_LENS_SEM_DIR / GADFLY_LENS_SEM_SIZE  set by entrypoint.sh: the shared
+//	                        cross-process lens-permit pool (dir of N flock files)
+//	                        and its size. Unset => in-process lensConcurrency only.
 //	GADFLY_MAX_DIFF_CHARS diff chars embedded in the review prompt (optional, default 60000;
 //	                        the full diff is reachable via the paginated get_diff tool).
 //
@@ -248,19 +251,29 @@ func run() error {
 // own per-lens timeout (reviewWithSpecialist) and the lenses only read the
 // immutable repoFS, so concurrency simply overlaps independent passes.
 //
-// Caution: this fans out WITHIN one model. It multiplies with entrypoint.sh's
-// per-provider model concurrency, so total concurrent backend requests ≈
-// (models at once) × (lenses at once). To fan lenses out without oversubscribing
-// the backend, run models one at a time (provider lane cap 1) and raise this.
+// Provider-wide throttling: when entrypoint.sh runs several of a provider's
+// models at once it seeds a shared lens-permit pool (activeLensSem) that every
+// model's lenses draw from, so the real cap is total lens passes in flight per
+// provider — not (models at once) × (lenses at once). Absent that pool (local
+// runs, tests) this falls back to the in-process lensConcurrency() limit alone.
 func runSpecialists(eng reviewEngine, base string, specialists []Specialist, task, diff string) []specialistResult {
 	// Optional live status board: publishes this model's per-lens progress to a
 	// file the entrypoint board renders. Inert (no-op) unless GADFLY_STATUS_FILE
 	// is set, so plain runs are unaffected.
 	sw := newStatusWriter(os.Getenv("GADFLY_MODEL"), modelProvider(), specialists)
 
+	// The cross-process pool (if any) is the real ceiling; size the in-process
+	// fanout to it so a lone model in its lane can use the whole provider budget,
+	// while extra goroutines simply block in sem.acquire until a permit frees.
+	sem := activeLensSem()
+	maxConcurrent := lensConcurrency()
+	if sem != nil {
+		maxConcurrent = sem.size
+	}
+
 	fanResults := fanout.Run(context.Background(), specialists, fanout.Options[Specialist]{
-		MaxConcurrent: lensConcurrency(),
-	}, func(_ context.Context, sp Specialist) (res specialistResult, _ error) {
+		MaxConcurrent: maxConcurrent,
+	}, func(ctx context.Context, sp Specialist) (res specialistResult, _ error) {
 		// A panic in one lens must not crash the whole binary (which would kill
 		// every other lens's output) or leave this lens stuck at "running" on the
 		// status board. fanout does not recover fn panics, so we do it here:
@@ -271,6 +284,17 @@ func runSpecialists(eng reviewEngine, base string, specialists []Specialist, tas
 				sw.set(sp.Name, lensFinished, "", true)
 			}
 		}()
+		// Hold a provider-wide permit for this lens's whole review+recheck pass.
+		// While waiting the lens stays "queued" on the board; cancellation before
+		// a permit frees surfaces as a did-not-run lens rather than a leaked slot.
+		if sem != nil {
+			release, err := sem.acquire(ctx)
+			if err != nil {
+				sw.set(sp.Name, lensFinished, "", true)
+				return specialistResult{spec: sp, out: fmt.Sprintf("⚠️ This reviewer did not run: %v", err), verdict: verdictUnknown, errored: true}, nil
+			}
+			defer release()
+		}
 		sw.set(sp.Name, lensRunning, "", false)
 		out, errored := reviewWithSpecialist(eng, base, sp, task, diff)
 		v := parseVerdict(out)
@@ -293,14 +317,13 @@ func runSpecialists(eng reviewEngine, base string, specialists []Specialist, tas
 	return results
 }
 
-// lensConcurrency resolves how many specialist lenses run at once for THIS run's
-// model. It mirrors entrypoint.sh's per-provider MODEL concurrency: a
-// per-provider override in GADFLY_PROVIDER_LENS_CONCURRENCY ("provider=N,...")
-// wins for the model's provider, otherwise the GADFLY_LENS_CONCURRENCY scalar
-// (default 1). The provider is resolved by modelProvider() — the SAME lane rule
-// entrypoint uses for GADFLY_PROVIDER_CONCURRENCY — so e.g.
-// "ollama-cloud=3,m1=1" fans cloud lenses out while keeping a slow local box
-// serial, exactly the way the model map does for whole models.
+// lensConcurrency resolves the lens budget for THIS run's provider: a per-provider
+// override in GADFLY_PROVIDER_LENS_CONCURRENCY ("provider=N,...") wins for the
+// model's provider (resolved by modelProvider()), otherwise the
+// GADFLY_LENS_CONCURRENCY scalar (default 1). Under entrypoint.sh the SAME value
+// seeds the shared cross-process permit pool (activeLensSem), so it is the
+// provider-wide budget rather than a per-model one; standalone it caps the single
+// model's in-process fanout.
 func lensConcurrency() int {
 	if n, ok := providerOverride("GADFLY_PROVIDER_LENS_CONCURRENCY", modelProvider()); ok {
 		return n
@@ -310,7 +333,7 @@ func lensConcurrency() int {
 
 // providerOverride parses a "provider=N,provider=N" env map and returns the
 // value for provider when present and valid (>0). Mirrors entrypoint.sh's
-// provider_cap lookup so the two concurrency maps share one syntax.
+// provider_lens_cap lookup so the two share one syntax.
 func providerOverride(envName, provider string) (int, bool) {
 	for _, item := range strings.Split(os.Getenv(envName), ",") {
 		k, v, ok := strings.Cut(item, "=")

cmd/gadfly/model.go

@@ -162,8 +162,8 @@ func buildSpec(provider, model string) string {
 // entrypoint.sh's provider_of: the segment before the first "/" in GADFLY_MODEL,
 // else GADFLY_PROVIDER, else the default (ollama-cloud). The binary reviews one
 // model per invocation, so this is that model's provider — used to resolve
-// per-provider policy (e.g. lens concurrency) against the SAME provider keys
-// entrypoint uses for GADFLY_PROVIDER_CONCURRENCY.
+// per-provider policy (e.g. the lens budget) against the SAME provider keys
+// entrypoint uses for GADFLY_PROVIDER_LENS_CONCURRENCY.
 func modelProvider() string {
 	model := strings.TrimSpace(os.Getenv("GADFLY_MODEL"))
 	if pfx, _, ok := strings.Cut(model, "/"); ok {

entrypoint.sh

@@ -198,14 +198,18 @@ export GADFLY_FINDINGS_TOKEN="${GADFLY_FINDINGS_TOKEN:-}"
 # provider key envs (OPENAI_API_KEY, …) are inherited by run.sh and the binary.
 #
 # Concurrency: each PROVIDER is its own lane and lanes run in PARALLEL, so a fast
-# cloud provider isn't stuck behind a slow local box. Within a lane, at most
-# `cap` models run at once. cap = GADFLY_PROVIDER_CONCURRENCY's "provider=N"
-# entry, else GADFLY_CONCURRENCY (default 1). A model's provider is the spec's
-# first path segment ("m1pro/qwen3.6:35b-mlx" -> m1pro), or GADFLY_PROVIDER /
-# ollama-cloud for a bare id. Default (cap 1) keeps a single-provider pool fully
-# sequential, exactly as before.
+# cloud provider isn't stuck behind a slow local box. Within a lane ALL of the
+# provider's models run at once; the real throttle is a single PROVIDER-WIDE lens
+# budget (a shared permit pool, seeded per lane) that every model's lenses draw
+# from — so total lens passes in flight per provider is bounded, but a model
+# winding down to its last lens immediately yields its freed permits to another
+# model's queued lenses instead of holding a whole "model slot" (the old
+# GADFLY_PROVIDER_CONCURRENCY model cap, now removed, caused that tail stall). The
+# budget = GADFLY_PROVIDER_LENS_CONCURRENCY's "provider=N" entry, else
+# GADFLY_LENS_CONCURRENCY (default 1). A model's provider is the spec's first path
+# segment ("m1pro/qwen3.6:35b-mlx" -> m1pro), or GADFLY_PROVIDER / ollama-cloud
+# for a bare id.
 MODELS="${GADFLY_MODELS:-${OLLAMA_REVIEW_MODELS:-$DEFAULT_MODELS}}"
-DEFAULT_CONC="${GADFLY_CONCURRENCY:-1}"
 
 # --- huge-PR downshift ------------------------------------------------------
 # A very large diff is what burns the model budget: every review step re-sends
@@ -245,24 +249,33 @@ provider_of() { case "$1" in */*) echo "${1%%/*}";; *) echo "${GADFLY_PROVIDER:-
 STATUS_DIR="${WORKDIR}/status"
 status_file_for() { echo "${STATUS_DIR}/$(echo "$1" | tr -c '[:alnum:]._-' '_').json"; }
 
-provider_cap() { # provider -> concurrency (override map "p=N,...", else default)
+# Root of the per-provider lens permit pools (one subdir per lane, seeded by
+# run_lane). Cleared up front so a reused WORKDIR can't leak stale permit files.
+LENS_SEM_ROOT="${WORKDIR}/lenssem"
+rm -rf "$LENS_SEM_ROOT" 2>/dev/null || true
+
+provider_lens_cap() { # provider -> provider-wide lens budget (permit-pool size)
   local p="$1" item k v
-  IFS=',' read -ra _caps <<< "${GADFLY_PROVIDER_CONCURRENCY:-}"
-  for item in "${_caps[@]}"; do
+  IFS=',' read -ra _lcaps <<< "${GADFLY_PROVIDER_LENS_CONCURRENCY:-}"
+  for item in "${_lcaps[@]}"; do
     k="$(echo "${item%%=*}" | tr -d '[:space:]')"
     v="$(echo "${item#*=}" | tr -d '[:space:]')"
     if [ "$k" = "$p" ] && [ -n "$v" ]; then echo "$v"; return; fi
   done
-  echo "$DEFAULT_CONC"
+  echo "${GADFLY_LENS_CONCURRENCY:-1}"
 }
 
 review_one() {
-  local sf="" ff=""
-  [ "${GADFLY_STATUS_BOARD:-1}" != "0" ] && sf="$(status_file_for "$1")"
-  [ "$CONSOLIDATE" = "1" ] && ff="$(findings_file_for "$1")"
-  PROVIDER=ollama MODEL="$1" GADFLY_BIN="/usr/local/bin/gadfly" GADFLY_REPO_DIR="$REPO_DIR" \
+  local m="$1" sem_dir="${2:-}" sem_size="${3:-}" sf="" ff=""
+  [ "${GADFLY_STATUS_BOARD:-1}" != "0" ] && sf="$(status_file_for "$m")"
+  [ "$CONSOLIDATE" = "1" ] && ff="$(findings_file_for "$m")"
+  # GADFLY_LENS_SEM_DIR/_SIZE point the binary at this provider's shared lens
+  # permit pool (empty => the binary just uses its in-process lens limit). These
+  # are inherited by the binary through run.sh's environment.
+  PROVIDER=ollama MODEL="$m" GADFLY_BIN="/usr/local/bin/gadfly" GADFLY_REPO_DIR="$REPO_DIR" \
     GADFLY_STATUS_FILE="$sf" GADFLY_FINDINGS_OUT="$ff" GADFLY_CONSOLIDATE="$CONSOLIDATE" \
-    bash "${SCRIPTS_DIR}/run.sh" || log "model $1 failed (continuing)"
+    GADFLY_LENS_SEM_DIR="$sem_dir" GADFLY_LENS_SEM_SIZE="$sem_size" \
+    bash "${SCRIPTS_DIR}/run.sh" || log "model $m failed (continuing)"
   # If the binary never wrote real status (run.sh skipped it: empty diff, no key,
   # binary missing), the pre-seed stays {started:0, done:false} and the board
   # would show this model "waiting to start" forever and never reach N/N. Mark
@@ -313,16 +326,19 @@ for m in "${MODEL_LIST[@]}"; do
   case " $PROVIDERS " in *" $p "*) ;; *) PROVIDERS="${PROVIDERS}${PROVIDERS:+ }$p" ;; esac
 done
 
-run_lane() { # $1=provider: run its models, at most `cap` at a time
-  local p="$1" cap inflight=0 m
-  cap="$(provider_cap "$p")"; [ "$cap" -ge 1 ] 2>/dev/null || cap=1
+run_lane() { # $1=provider: run ALL its models at once, throttled only by a shared
+             # provider-wide lens permit pool (no per-model cap).
+  local p="$1" budget sem_dir m
+  budget="$(provider_lens_cap "$p")"; [ "$budget" -ge 1 ] 2>/dev/null || budget=1
   local mine=()
   for m in "${MODEL_LIST[@]}"; do [ "$(provider_of "$m")" = "$p" ] && mine+=("$m"); done
-  log "lane ${p}: cap ${cap}; models: ${mine[*]}"
+  # Seed this provider's lens permit pool: a directory the binary flocks N permit
+  # files in (created lazily), one shared budget across every model in the lane.
+  sem_dir="${LENS_SEM_ROOT}/$(echo "$p" | tr -c '[:alnum:]._-' '_')"
+  mkdir -p "$sem_dir"
+  log "lane ${p}: lens budget ${budget} shared across ${#mine[@]} model(s): ${mine[*]}"
   for m in "${mine[@]}"; do
-    review_one "$m" &
-    inflight=$((inflight+1))
-    if [ "$inflight" -ge "$cap" ]; then wait -n 2>/dev/null || wait; inflight=$((inflight-1)); fi
+    review_one "$m" "$sem_dir" "$budget" &
   done
   wait
 }

examples/adversarial-review.yml

@@ -55,14 +55,14 @@ jobs:
           # csv to choose; "all" for everything; or define custom ones via a repo
           # .gadfly.yml / GADFLY_SPECIALIST_<NAME>. See README "Specialists".
           GADFLY_SPECIALISTS: ${{ vars.GADFLY_SPECIALISTS }}
-          # Lens fan-out (optional; default 1 = lenses run sequentially within a
-          # model). Raise it to run a model's lenses concurrently so each model
-          # posts its comment sooner. Total in-flight requests = (models at once)
-          # × (lenses at once), so to fan out without oversubscribing a backend,
-          # keep its model cap low and raise its lens cap. Per-provider configurable
-          # via GADFLY_PROVIDER_LENS_CONCURRENCY (same lanes as the model map):
-          #   GADFLY_PROVIDER_CONCURRENCY:      "ollama-cloud=1,m1=1"
+          # Concurrency (optional; default 1 = fully sequential per provider). The
+          # ONE throttle is a per-provider LENS BUDGET: the max lens passes (a lens =
+          # one specialist's review+recheck) in flight at once for a provider, shared
+          # across ALL that provider's models — every model in a lane runs at once and
+          # its lenses draw from the shared budget. Raise it to overlap lenses; set it
+          # per provider with GADFLY_PROVIDER_LENS_CONCURRENCY:
           #   GADFLY_PROVIDER_LENS_CONCURRENCY: "ollama-cloud=3,m1=1"
+          # (The old GADFLY_PROVIDER_CONCURRENCY model cap was removed and is ignored.)
           # GADFLY_LENS_CONCURRENCY: ${{ vars.GADFLY_LENS_CONCURRENCY }}
           # GADFLY_PROVIDER_LENS_CONCURRENCY: ${{ vars.GADFLY_PROVIDER_LENS_CONCURRENCY }}
           # Live status board (optional; ON by default): one consolidated comment