Text Generation
PEFT
Safetensors
English
kaiju-coder-7
lora
coding
local-ai
business
opencode
conversational
Instructions to use RMDWLLC/kaiju-coder-7-adapter with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use RMDWLLC/kaiju-coder-7-adapter with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("/workspace/kaiju-coder/models/Qwen3.6-27B") model = PeftModel.from_pretrained(base_model, "RMDWLLC/kaiju-coder-7-adapter") - Notebooks
- Google Colab
- Kaggle
| #!/usr/bin/env python3 | |
| """Check Kaiju Coder 7 paid API readiness without reading secrets. | |
| The scaffold mode should pass for the local Worker implementation. The launch | |
| mode is intentionally stricter and should fail until real Cloudflare bindings, | |
| Stripe webhook evidence, staging requests, and rollback proof are attached. | |
| """ | |
| from __future__ import annotations | |
| import argparse | |
| import json | |
| import re | |
| import sys | |
| from dataclasses import asdict, dataclass | |
| from pathlib import Path | |
| from typing import Any | |
| ROOT = Path(__file__).resolve().parents[1] | |
| WORKER = ROOT / "gateway/cloudflare-worker" | |
| WRANGLER = WORKER / "wrangler.jsonc" | |
| SOURCE = WORKER / "src/index.js" | |
| TESTS = WORKER / "test/index.test.js" | |
| MIGRATION = WORKER / "migrations/0001_paid_api.sql" | |
| PACKAGE = WORKER / "package.json" | |
| PAID_DOC = ROOT / "release/PAID_API_READINESS.md" | |
| RESOURCE_SCRIPT = ROOT / "scripts/prepare_paid_api_cloudflare_resources.sh" | |
| DEFAULT_EVIDENCE = ROOT / "release/paid-api-launch-evidence.json" | |
| EVIDENCE_EXAMPLE = ROOT / "release/paid-api-launch-evidence.example.json" | |
| CF_BINDINGS_EXAMPLE = ROOT / "release/cloudflare-bindings.example.json" | |
| SECRET_PATTERNS = [ | |
| ("openai_api_key", re.compile(r"\bsk-[A-Za-z0-9][A-Za-z0-9_-]{20,}\b")), | |
| ("anthropic_api_key", re.compile(r"\bsk-ant-[A-Za-z0-9_-]{20,}\b")), | |
| ("stripe_secret_key", re.compile(r"\b[rs]k_(?:live|test)_[A-Za-z0-9]{16,}\b")), | |
| ("stripe_webhook_secret", re.compile(r"\bwhsec_[A-Za-z0-9]{16,}\b")), | |
| ("huggingface_token", re.compile(r"\bhf_[A-Za-z0-9]{20,}\b")), | |
| ("github_token", re.compile(r"\b(?:ghp_[A-Za-z0-9]{20,}|github_pat_[A-Za-z0-9_]{22,})\b")), | |
| ("google_api_key", re.compile(r"\bAIza[0-9A-Za-z_-]{20,}\b")), | |
| ("private_key_block", re.compile(r"-----BEGIN (?:RSA |OPENSSH |EC |DSA )?PRIVATE KEY-----")), | |
| ("bearer_token", re.compile(r"\bBearer\s+[A-Za-z0-9._~+/-]{24,}={0,2}\b", re.IGNORECASE)), | |
| ] | |
| class Check: | |
| name: str | |
| status: str | |
| detail: str | |
| def file_text(path: Path) -> str: | |
| return path.read_text(encoding="utf-8") | |
| def strip_jsonc(text: str) -> str: | |
| text = re.sub(r"/\*.*?\*/", "", text, flags=re.DOTALL) | |
| lines = [] | |
| for line in text.splitlines(): | |
| in_string = False | |
| escaped = False | |
| output = [] | |
| index = 0 | |
| while index < len(line): | |
| char = line[index] | |
| nxt = line[index + 1] if index + 1 < len(line) else "" | |
| if char == "\\" and in_string: | |
| escaped = not escaped | |
| output.append(char) | |
| elif char == '"' and not escaped: | |
| in_string = not in_string | |
| output.append(char) | |
| elif char == "/" and nxt == "/" and not in_string: | |
| break | |
| else: | |
| escaped = False | |
| output.append(char) | |
| index += 1 | |
| lines.append("".join(output)) | |
| stripped = "\n".join(lines) | |
| return re.sub(r",\s*([}\]])", r"\1", stripped) | |
| def load_wrangler(path: Path = WRANGLER) -> dict[str, Any]: | |
| return json.loads(strip_jsonc(file_text(path))) | |
| def has_real_binding(bindings: list[dict[str, Any]], binding_name: str, id_field: str) -> bool: | |
| for binding in bindings: | |
| if binding.get("binding") != binding_name: | |
| continue | |
| value = str(binding.get(id_field, "")).strip() | |
| return bool(value) and not value.startswith("replace_with_") | |
| return False | |
| def load_launch_evidence(path: Path) -> tuple[dict[str, Any], Check | None]: | |
| if not path.is_file(): | |
| return {}, None | |
| text = file_text(path) | |
| findings = [label for label, pattern in SECRET_PATTERNS if pattern.search(text)] | |
| if findings: | |
| return {}, Check( | |
| "paid API launch evidence file", | |
| "fail", | |
| f"{path} appears to contain secret-looking values: {', '.join(sorted(set(findings)))}", | |
| ) | |
| try: | |
| evidence = json.loads(text) | |
| except json.JSONDecodeError as exc: | |
| return {}, Check("paid API launch evidence file", "fail", f"{path} is invalid JSON: {exc}") | |
| if not isinstance(evidence, dict): | |
| return {}, Check("paid API launch evidence file", "fail", f"{path} must contain a JSON object") | |
| return evidence, Check("paid API launch evidence file", "pass", f"loaded sanitized launch evidence from {path}") | |
| def evidence_item( | |
| checks: list[Check], | |
| evidence: dict[str, Any], | |
| path: Path, | |
| key: str, | |
| name: str, | |
| required_fields: list[str], | |
| validator: Any | None = None, | |
| ) -> None: | |
| item = evidence.get(key) | |
| if not item: | |
| checks.append(Check(name, "manual", f"attach sanitized evidence in {path} key `{key}`")) | |
| return | |
| if not isinstance(item, dict): | |
| checks.append(Check(name, "fail", f"{path} key `{key}` must be an object")) | |
| return | |
| if item.get("status") != "pass": | |
| checks.append(Check(name, "manual", f"{path} key `{key}` status is not pass")) | |
| return | |
| missing = [field for field in required_fields if item.get(field) in (None, "", [])] | |
| if missing: | |
| checks.append(Check(name, "manual", f"{path} key `{key}` missing fields: {', '.join(missing)}")) | |
| return | |
| if validator: | |
| validation = validator(item) | |
| if validation: | |
| checks.append(Check(name, validation[0], validation[1])) | |
| return | |
| checks.append(Check(name, "pass", f"{path} key `{key}` has required sanitized evidence")) | |
| def validate_public_route_mode(item: dict[str, Any]) -> tuple[str, str] | None: | |
| if item.get("exposure_mode") != "custom_domain": | |
| return ("manual", "public route evidence must use exposure_mode=custom_domain before paid launch") | |
| route = str(item.get("route", "")) | |
| if not route.startswith("https://"): | |
| return ("manual", "public route evidence route must be an https URL") | |
| return None | |
| def validate_secrets_verified(item: dict[str, Any]) -> tuple[str, str] | None: | |
| required = {"KAIJU_ORIGIN_URL", "KAIJU_ORIGIN_SECRET", "KAIJU_STRIPE_WEBHOOK_SECRET"} | |
| observed = set(item.get("observed_names") or []) | |
| missing = sorted(required - observed) | |
| if missing: | |
| return ("manual", "secret-name evidence missing: " + ", ".join(missing)) | |
| return None | |
| def validate_d1_migration(item: dict[str, Any]) -> tuple[str, str] | None: | |
| if item.get("migration") != "0001_paid_api.sql": | |
| return ("manual", "D1 migration evidence must name 0001_paid_api.sql") | |
| if item.get("result") not in {"success", "already_applied"}: | |
| return ("manual", "D1 migration result must be success or already_applied") | |
| return None | |
| def validate_stripe_staging(item: dict[str, Any]) -> tuple[str, str] | None: | |
| if item.get("webhook_event") != "checkout.session.completed": | |
| return ("manual", "Stripe evidence must include checkout.session.completed") | |
| if item.get("idempotency_checked") is not True: | |
| return ("manual", "Stripe evidence must confirm duplicate webhook idempotency") | |
| return None | |
| def validate_staging_request(item: dict[str, Any]) -> tuple[str, str] | None: | |
| if item.get("model") != "kaiju-coder-7": | |
| return ("fail", "staging request evidence must use model=kaiju-coder-7") | |
| if int(item.get("http_status") or 0) != 200: | |
| return ("manual", "staging request evidence must show HTTP 200") | |
| if item.get("streamed") is not True: | |
| return ("manual", "staging request evidence must confirm streaming") | |
| return None | |
| def validate_rollback(item: dict[str, Any]) -> tuple[str, str] | None: | |
| if item.get("result") != "success": | |
| return ("manual", "rollback evidence must be a successful exercised rollback or route switch") | |
| return None | |
| def validate_latency(item: dict[str, Any]) -> tuple[str, str] | None: | |
| p95_ms = float(item.get("p95_ms") or 0) | |
| sample_count = int(item.get("sample_count") or 0) | |
| max_acceptable_ms = float(item.get("max_acceptable_ms") or 0) | |
| if sample_count < 5: | |
| return ("manual", "latency evidence needs at least 5 staging samples") | |
| if max_acceptable_ms <= 0: | |
| return ("manual", "latency evidence must set max_acceptable_ms") | |
| if p95_ms <= 0 or p95_ms > max_acceptable_ms: | |
| return ("manual", f"p95_ms={p95_ms:g} exceeds max_acceptable_ms={max_acceptable_ms:g}") | |
| return None | |
| def add_marker_check(checks: list[Check], name: str, text: str, markers: list[str], path: Path) -> None: | |
| missing = [marker for marker in markers if marker not in text] | |
| if missing: | |
| checks.append(Check(name, "fail", f"{path} missing markers: {', '.join(missing)}")) | |
| else: | |
| checks.append(Check(name, "pass", f"{path} contains required markers")) | |
| def scaffold_checks(wrangler_path: Path = WRANGLER) -> list[Check]: | |
| checks: list[Check] = [] | |
| source = file_text(SOURCE) | |
| tests = file_text(TESTS) | |
| migration = file_text(MIGRATION) | |
| package = json.loads(file_text(PACKAGE)) | |
| paid_doc = file_text(PAID_DOC) | |
| resource_script = file_text(RESOURCE_SCRIPT) | |
| wrangler = load_wrangler(wrangler_path) | |
| add_marker_check( | |
| checks, | |
| "model id enforcement", | |
| source, | |
| [ | |
| 'const DEFAULT_MODEL_ID = "kaiju-coder-7"', | |
| "Unsupported model. Use", | |
| "payload.model = modelId", | |
| ], | |
| SOURCE, | |
| ) | |
| add_marker_check( | |
| checks, | |
| "streaming and thinking controls", | |
| source, | |
| ["payload.stream = true", "enable_thinking: false", "thinking: false", "streamHeaders"], | |
| SOURCE, | |
| ) | |
| add_marker_check( | |
| checks, | |
| "billing and debit/refund controls", | |
| source, | |
| ["KAIJU_BILLING_DB", "reserveCredit", "refundCredit", "markUsageDebited"], | |
| SOURCE, | |
| ) | |
| add_marker_check( | |
| checks, | |
| "rate limit controls", | |
| source, | |
| ["KAIJU_RATE_LIMIT_KV", "rateLimit", "Rate limit exceeded"], | |
| SOURCE, | |
| ) | |
| add_marker_check( | |
| checks, | |
| "secret-like prompt rejection", | |
| source, | |
| ["SECRET_PATTERNS", "secret_like_content", "Remove them before using Kaiju Coder 7"], | |
| SOURCE, | |
| ) | |
| add_marker_check( | |
| checks, | |
| "stripe top-up webhook", | |
| source, | |
| ["verifyStripeSignature", "checkout.session.completed", "stripe_topup_credited"], | |
| SOURCE, | |
| ) | |
| add_marker_check( | |
| checks, | |
| "artifact route controls", | |
| source, | |
| [ | |
| "KAIJU_ARTIFACT_BUCKET", | |
| "uploadArtifact", | |
| "downloadArtifact", | |
| "artifact_stored", | |
| "Artifact appears to contain secrets or credentials", | |
| ], | |
| SOURCE, | |
| ) | |
| add_marker_check( | |
| checks, | |
| "paid API tests", | |
| tests, | |
| [ | |
| "rejects inactive paid API keys", | |
| "rejects paid API requests with insufficient credits before origin fetch", | |
| "rate limits authenticated paid API keys before debit", | |
| "credits paid API balance from signed Stripe checkout webhook", | |
| "rejects secret-looking prompt content before debit", | |
| ], | |
| TESTS, | |
| ) | |
| add_marker_check( | |
| checks, | |
| "artifact route tests", | |
| tests, | |
| [ | |
| "stores origin-uploaded artifacts in the account/request R2 namespace", | |
| "serves customer artifacts only through the authenticated account namespace", | |
| "rejects unsafe artifact paths before R2 storage", | |
| "rejects secret-looking artifact content before R2 storage", | |
| ], | |
| TESTS, | |
| ) | |
| add_marker_check( | |
| checks, | |
| "D1 schema", | |
| migration, | |
| ["kaiju_api_keys", "kaiju_credit_ledger", "kaiju_usage_events"], | |
| MIGRATION, | |
| ) | |
| add_marker_check( | |
| checks, | |
| "paid readiness docs", | |
| paid_doc, | |
| [ | |
| "Do not sell the hosted API", | |
| "Harnessed customer-readiness pack", | |
| "Raw OpenCode multi-file pack remains a blocker", | |
| ], | |
| PAID_DOC, | |
| ) | |
| if ( | |
| package.get("scripts", {}).get("check") | |
| == "node --check src/index.js && node --check scripts/create-api-key.mjs && npm test && npm run check:deploy" | |
| and package.get("scripts", {}).get("check:deploy") == "npx wrangler deploy --dry-run" | |
| ): | |
| checks.append(Check("gateway check command", "pass", "npm run check covers syntax, Worker tests, and Wrangler dry-run deploy")) | |
| else: | |
| checks.append(Check("gateway check command", "fail", "package.json check/check:deploy scripts changed or missing")) | |
| if package.get("scripts", {}).get("prepare:cloudflare") == "bash ../../scripts/prepare_paid_api_cloudflare_resources.sh": | |
| checks.append(Check("Cloudflare resource prep command", "pass", "npm run prepare:cloudflare is wired")) | |
| else: | |
| checks.append(Check("Cloudflare resource prep command", "fail", "package.json prepare:cloudflare script is missing")) | |
| add_marker_check( | |
| checks, | |
| "Cloudflare resource prep script", | |
| resource_script, | |
| [ | |
| "KAIJU_CF_RESOURCE_APPLY", | |
| "wrangler d1 create", | |
| "wrangler kv namespace create", | |
| "wrangler r2 bucket create", | |
| "wrangler d1 migrations apply", | |
| "wrangler rollback", | |
| "preflight:launch", | |
| ], | |
| RESOURCE_SCRIPT, | |
| ) | |
| if EVIDENCE_EXAMPLE.is_file(): | |
| checks.append(Check("paid API launch evidence template", "pass", f"{EVIDENCE_EXAMPLE} exists")) | |
| else: | |
| checks.append(Check("paid API launch evidence template", "fail", f"missing {EVIDENCE_EXAMPLE}")) | |
| if CF_BINDINGS_EXAMPLE.is_file(): | |
| checks.append(Check("Cloudflare bindings template", "pass", f"{CF_BINDINGS_EXAMPLE} exists")) | |
| else: | |
| checks.append(Check("Cloudflare bindings template", "fail", f"missing {CF_BINDINGS_EXAMPLE}")) | |
| if wrangler.get("name") == "kaiju-api-gateway" and wrangler.get("main") == "src/index.js": | |
| checks.append(Check("wrangler scaffold config", "pass", "Worker name and entrypoint are present")) | |
| else: | |
| checks.append(Check("wrangler scaffold config", "fail", "wrangler name or entrypoint is missing")) | |
| return checks | |
| def launch_checks(evidence_path: Path, wrangler_path: Path = WRANGLER) -> list[Check]: | |
| checks = scaffold_checks(wrangler_path) | |
| wrangler = load_wrangler(wrangler_path) | |
| evidence, evidence_check = load_launch_evidence(evidence_path) | |
| if evidence_check and evidence_check.status == "fail": | |
| checks.append(evidence_check) | |
| if has_real_binding(wrangler.get("d1_databases", []), "KAIJU_BILLING_DB", "database_id"): | |
| checks.append(Check("live D1 binding", "pass", "KAIJU_BILLING_DB has a non-placeholder database_id")) | |
| else: | |
| checks.append(Check("live D1 binding", "fail", "KAIJU_BILLING_DB is missing or still placeholder/commented")) | |
| if has_real_binding(wrangler.get("kv_namespaces", []), "KAIJU_RATE_LIMIT_KV", "id"): | |
| checks.append(Check("live KV binding", "pass", "KAIJU_RATE_LIMIT_KV has a non-placeholder id")) | |
| else: | |
| checks.append(Check("live KV binding", "fail", "KAIJU_RATE_LIMIT_KV is missing or still placeholder/commented")) | |
| if has_real_binding(wrangler.get("r2_buckets", []), "KAIJU_ARTIFACT_BUCKET", "bucket_name"): | |
| checks.append(Check("artifact R2 binding", "pass", "KAIJU_ARTIFACT_BUCKET is configured")) | |
| else: | |
| checks.append(Check("artifact R2 binding", "fail", "KAIJU_ARTIFACT_BUCKET is missing; artifact routes cannot launch")) | |
| if wrangler.get("workers_dev") is False: | |
| checks.append(Check("public route mode", "pass", "workers_dev is disabled for custom-domain launch")) | |
| else: | |
| evidence_item( | |
| checks, | |
| evidence, | |
| evidence_path, | |
| "public_route_mode", | |
| "public route mode", | |
| ["checked_at", "exposure_mode", "route", "result"], | |
| validate_public_route_mode, | |
| ) | |
| evidence_item( | |
| checks, | |
| evidence, | |
| evidence_path, | |
| "wrangler_secrets_verified", | |
| "wrangler secret list confirms KAIJU_ORIGIN_URL, KAIJU_ORIGIN_SECRET, and KAIJU_STRIPE_WEBHOOK_SECRET", | |
| ["checked_at", "command", "observed_names"], | |
| validate_secrets_verified, | |
| ) | |
| evidence_item( | |
| checks, | |
| evidence, | |
| evidence_path, | |
| "d1_migration_applied", | |
| "D1 migration 0001_paid_api.sql applied to the live billing database", | |
| ["checked_at", "command", "migration", "result"], | |
| validate_d1_migration, | |
| ) | |
| evidence_item( | |
| checks, | |
| evidence, | |
| evidence_path, | |
| "stripe_checkout_topup_staging", | |
| "Stripe Checkout top-up products and webhook endpoint tested with metadata.kaiju_api_key_id", | |
| ["checked_at", "mode", "webhook_event", "credited_api_key_id", "idempotency_checked"], | |
| validate_stripe_staging, | |
| ) | |
| evidence_item( | |
| checks, | |
| evidence, | |
| evidence_path, | |
| "worker_to_gojira_staging_request", | |
| "staging request passed through Worker to Gojira-B origin with model=kaiju-coder-7", | |
| ["checked_at", "route", "model", "http_status", "streamed", "request_id"], | |
| validate_staging_request, | |
| ) | |
| evidence_item( | |
| checks, | |
| evidence, | |
| evidence_path, | |
| "rollback_exercised", | |
| "rollback command or route switch was exercised and recorded", | |
| ["checked_at", "command", "result"], | |
| validate_rollback, | |
| ) | |
| evidence_item( | |
| checks, | |
| evidence, | |
| evidence_path, | |
| "paid_route_latency", | |
| "p95 latency for paid routes is recorded after staging traffic", | |
| ["checked_at", "route", "sample_count", "p95_ms", "max_acceptable_ms"], | |
| validate_latency, | |
| ) | |
| return checks | |
| def summarize(checks: list[Check], mode: str) -> dict[str, Any]: | |
| hard_fail = any(check.status == "fail" for check in checks) | |
| manual = any(check.status == "manual" for check in checks) | |
| ready = not hard_fail and (mode == "scaffold" or not manual) | |
| return { | |
| "mode": mode, | |
| "ready": ready, | |
| "summary": { | |
| "pass": sum(1 for check in checks if check.status == "pass"), | |
| "fail": sum(1 for check in checks if check.status == "fail"), | |
| "manual": sum(1 for check in checks if check.status == "manual"), | |
| }, | |
| "checks": [asdict(check) for check in checks], | |
| } | |
| def print_text(result: dict[str, Any]) -> None: | |
| print(f"Kaiju Coder 7 paid API readiness: mode={result['mode']} ready={result['ready']}") | |
| print( | |
| "Summary: " | |
| f"{result['summary']['pass']} pass, " | |
| f"{result['summary']['fail']} fail, " | |
| f"{result['summary']['manual']} manual" | |
| ) | |
| for check in result["checks"]: | |
| print(f"[{check['status']}] {check['name']} - {check['detail']}") | |
| def main() -> int: | |
| parser = argparse.ArgumentParser(description=__doc__) | |
| parser.add_argument("--mode", choices=["scaffold", "launch"], default="scaffold") | |
| parser.add_argument("--evidence-file", type=Path, default=DEFAULT_EVIDENCE) | |
| parser.add_argument("--wrangler-config", type=Path, default=WRANGLER) | |
| parser.add_argument("--json", action="store_true", help="Print machine-readable JSON.") | |
| args = parser.parse_args() | |
| checks = scaffold_checks(args.wrangler_config) if args.mode == "scaffold" else launch_checks(args.evidence_file, args.wrangler_config) | |
| result = summarize(checks, args.mode) | |
| if args.json: | |
| print(json.dumps(result, indent=2)) | |
| else: | |
| print_text(result) | |
| return 0 if result["ready"] else 1 | |
| if __name__ == "__main__": | |
| raise SystemExit(main()) | |