Add reference video input analysis workflow
This commit is contained in:
calesthio
@@ -115,6 +115,40 @@ If a checkpoint exists with status `"awaiting_human"`:
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2. Present the checkpoint data for review
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3. Wait for approval before proceeding
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### Sample Checkpoint (Reference-Driven Productions)
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When a production is reference-driven (VideoAnalysisBrief exists), there is an
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additional checkpoint between proposal approval and full production:
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| Stage | checkpoint_required | human_approval_default | Notes |
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|-------|--------------------|-----------------------|-------|
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| `sample` | true | true | Always requires human approval |
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The sample checkpoint:
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1. Presents: rendered sample clip (10-15 seconds)
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2. Cost: sample cost vs. projected full-video cost
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3. Action: approve (→ proceed to script), revise (→ re-generate sample), abort
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The sample checkpoint is NOT a pipeline stage — it's a sub-checkpoint within the
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proposal stage. It does not produce a canonical artifact. It produces a rendered
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preview clip stored at `projects/<name>/assets/sample/sample_v{N}.mp4`.
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**Presentation format:**
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```
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## Sample Preview Ready
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**Sample clip:** [path to sample_v1.mp4]
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- Duration: [X] seconds (hook + 1 middle scene)
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- Voice: [TTS provider + voice name]
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- Visuals: [description — AI images, Remotion animations, etc.]
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- Music: [source]
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**Sample cost:** $[X.XX]
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**Projected full video cost:** $[X.XX]
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Does this feel right? I can adjust: voice, visual style, pacing, music, colors.
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```
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## Key Principles
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1. **Always checkpoint completed work.** Even if `checkpoint_required: false`, consider checkpointing anyway if the stage took significant time or cost. Losing work is worse than an extra file on disk.
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@@ -55,6 +55,26 @@ The intake_brief is passed as context to the research-director, not as a
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formal artifact. It exists to prevent the research stage from inventing
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intent that the user never expressed.
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## Handling Reference Video Input
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When the user provides a video URL or file as their starting point:
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1. **Read the video-reference-analyst skill** (`skills/meta/video-reference-analyst.md`)
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and follow its protocol. Do not proceed with standard creative intake.
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2. The VideoAnalysisBrief replaces the need for most intake questions — it provides
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tone, structure, pacing, audience signals, and style information directly from the
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reference.
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3. The remaining intake questions are:
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- What topic/subject for YOUR version? (if different from reference)
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- How long?
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- Narration yes/no?
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- Budget ceiling?
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4. Do NOT ask "what should it feel like?" — the reference video IS the answer to that
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question. Extract tone from the VideoAnalysisBrief instead.
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## What NOT To Do
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- Do not present a numbered survey. This is a conversation, not a form.
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@@ -105,12 +105,23 @@ Based on the user's tier, present **3 ready-to-use prompts** they can copy right
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> **Or:** "I recorded a founder update on my webcam — make it feel polished, confident, and premium without looking fake" *(Talking Head pipeline)*
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**Reference-based prompts (all tiers):**
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> **Have a video you love?** Paste a YouTube link and say "make me something like this"
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> — I'll analyze the style, pacing, and structure, then propose 2-3 creative variants
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> you can choose from. Works with YouTube, Shorts, Instagram Reels, and TikTok.
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> All analysis runs locally and free — no API keys needed.
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> **Got your own footage?** Drop in a video file and say "I want to make a video using
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> this footage" — I'll transcribe it, detect scenes, and propose an edit plan.
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**Rules for prompt suggestions:**
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- Present exactly 3 prompts.
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- The first prompt should be the most impressive thing their setup can produce.
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- Each prompt should target a different pipeline or style.
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- Include a brief note explaining what makes this prompt a good fit for their setup.
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- Use blockquote formatting so prompts are visually distinct and easy to copy.
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- Always include the reference-based prompts above — they work at every tier.
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### Step 5: Explain the Workflow (Briefly)
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@@ -117,6 +117,39 @@ Structure your review as:
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| compose | Playability, duration accuracy, audio quality, pre-compose validation pass |
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| publish | SEO quality, metadata completeness, export packaging |
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## Reference Alignment Review
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Run at **every stage** when a VideoAnalysisBrief exists (reference-driven production).
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### Checks:
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1. **Grounding check:** Does the output reference specific findings from the
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VideoAnalysisBrief, or is it making things up about the reference?
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- Proposal mentions "fast pacing" but reference pacing_style is "slow_contemplative" → **CRITICAL**
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- Script claims reference has narration but VideoAnalysisBrief shows no narration → **CRITICAL**
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2. **Differentiation check:** Does each concept/scene have a clear creative
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difference from the reference, or is it a copy?
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- Proposal is a carbon copy of the reference (same topic, same structure, same treatment) → **CRITICAL**
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- At least one element per concept MUST differ from the reference → **SUGGESTION** if weak
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- Creative differentiation seeds from the brief should be reflected in proposals
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3. **Promise preservation:** Are the elements the user said they loved about the
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reference still present in the output?
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- User said "I love the pacing" but scene_plan has 2x longer scenes → **SUGGESTION**
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- User said "keep the hook style" but script uses a different hook → **SUGGESTION**
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4. **Cost alignment:** Is the cost estimate still accurate, or has scope crept?
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- If actual spend exceeds estimate by >30% without user re-approval → **CRITICAL**
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- If new assets were added beyond the approved proposal → **SUGGESTION**
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### Severity:
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- Factual errors about the reference video: **CRITICAL**
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- Carbon copy with no differentiation: **CRITICAL**
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- Weak differentiation (surface-level changes only): **SUGGESTION**
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- User preference not honored: **SUGGESTION**
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- Cost drift >30%: **CRITICAL**
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## Slideshow Risk Review
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Run at **scene_plan** and **edit** stages. Use `lib/slideshow_risk.py` to compute the score.
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@@ -0,0 +1,243 @@
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# Video Reference Analyst — Meta Skill
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## When to Use
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When the user provides a video URL (YouTube, Shorts, Instagram, TikTok, or any URL)
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or a local video file as a REFERENCE — meaning "make me something like this," not
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"edit this footage."
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If the user says "edit this video" or "cut this into clips," route to the appropriate
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footage-led pipeline (clip-factory, talking-head, hybrid) instead. This skill is for
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REFERENCE-based production.
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## Detection Signals
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Trigger this skill when:
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- User pastes a YouTube/Shorts/Instagram/TikTok URL
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- User says "something like this," "inspired by," "in this style," "similar to"
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- User uploads a video and says "I want one like this"
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- User says "I saw this video and want to make something like it"
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Do NOT trigger when:
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- User provides footage and says "edit this" or "cut this" → use source_media_review
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- User provides audio and says "make a video for this" → standard pipeline
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- User just wants a transcript → use TranscriptFetcher directly
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## Protocol
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### Step 1: Analyze the Reference
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Run VideoAnalyzer with `analysis_depth: "standard"`:
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```python
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video_analyzer.execute({
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"source": "<url or path>",
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"analysis_depth": "standard",
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"max_keyframes": 20
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})
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```
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Read the resulting VideoAnalysisBrief. Before proceeding, present a summary to the
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user. This is NOT a raw dump. It's a conversational interpretation:
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```
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"I've watched the video. Here's what I see:
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**Content:** [2-sentence summary of what the video is about]
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**Style:** [1 sentence — pacing, visual treatment, energy]
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**Structure:** [X scenes over Y seconds, pacing style]
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**What makes it work:** [2-3 specific things — the hook technique, the pacing,
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the visual transitions, the narration style]
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Now let me check what I can do with your current setup..."
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```
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**Vision analysis:** After presenting the structural data, examine the extracted
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keyframes yourself. You ARE a multimodal model — look at the keyframe images and
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enrich the VideoAnalysisBrief with:
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- Per-frame descriptions (subjects, text, composition, color)
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- Cross-frame visual continuity and style consistency
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- Genre classification and production quality assessment
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- Color palette extraction (dominant colors across keyframes)
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- Typography style if on-screen text is present
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- Transition patterns visible between sequential keyframes
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Update the brief's `content_analysis`, `style_profile`, and `replication_guidance`
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fields with your visual observations. This is where the analysis becomes truly
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comprehensive — the tools provide structure; your vision provides understanding.
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### Step 2: Capability Audit
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Run standard preflight:
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```bash
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python -c "from tools.tool_registry import registry; import json; registry.discover(); print(json.dumps(registry.support_envelope(), indent=2))"
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python -c "from tools.tool_registry import registry; import json; registry.discover(); print(json.dumps(registry.provider_menu(), indent=2))"
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python -c "from tools.tool_registry import registry; import json; registry.discover(); print(json.dumps(registry.capability_catalog(), indent=2))"
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```
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Map the reference video's requirements against available capabilities:
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```
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REFERENCE NEEDS YOUR CAPABILITIES GAP
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───────────────────── ───────────────────── ──────────
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Video clips (sci-fi) Video gen: 0/12 configured BLOCKED without key
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Narration (deep male) TTS: ElevenLabs available READY
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Background music Music: MusicGen available READY
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Text animations Remotion: available READY
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Fast-cut editing FFmpeg: available READY
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```
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Be honest about gaps. If video generation is needed but unavailable, say so clearly:
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```
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"This reference uses generated sci-fi footage. Right now you don't have any video
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generation providers configured. Here are your options:
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• Add FAL_KEY to .env → unlocks Kling 3.0, MiniMax, Wan (best for cinematic/sci-fi)
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• Add REPLICATE_API_TOKEN → unlocks LTX Video (good for short clips)
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• Proceed without video gen → I'll use stock footage + Remotion animations instead
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(different feel, but still works)
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Which would you prefer?"
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```
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Read install_instructions from the registry for each unavailable tool — do NOT
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hardcode key names or setup URLs.
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### Step 3: Ask Critical Questions
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Before proposing, gather what the VideoAnalysisBrief doesn't tell you:
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1. "Do you want narration in your version, or visuals-only with music?"
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2. "How long should your video be? The reference is [X] seconds."
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3. "Is there a specific topic/subject you want, or should I riff on the
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same theme as the reference?"
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4. "Any elements from the reference you specifically love or hate?"
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Do NOT ask all at once. Lead with the most important gap. If the user's initial
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message already answers some of these, skip those.
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### Step 4: Creative Proposals (2-3 variants)
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MANDATORY: The agent must NEVER propose a carbon copy. The reference is inspiration,
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not a template. Each proposal must have clear creative differentiation.
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Use this structure for each variant:
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```
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## Option [A/B/C]: "[Title]"
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**Inspired by:** [what it keeps from the reference — pacing, structure, tone]
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**Creative twist:** [what it changes — angle, subject, visual treatment, hook]
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**Visual plan:**
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- Playbook: [closest match + customizations]
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- Visual treatment: [how visuals will be created — which tools, which providers]
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- Motion: [Remotion animations / video gen clips / stock + Ken Burns / etc.]
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**Audio plan:**
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- Narration: [yes/no, which TTS provider, voice style]
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- Music: [library track / generated / none]
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- Sound design: [any special audio needs]
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**Duration:** [X seconds]
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**Estimated cost:** $[X.XX] breakdown:
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- Image generation: $X.XX (N images × $X.XX each via [provider])
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- Video generation: $X.XX (N clips × $X.XX each via [provider])
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- TTS narration: $X.XX (N words via [provider])
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- Music: $X.XX ([source])
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- Total: $X.XX
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**Honest assessment:** [What this will look like realistically — don't oversell]
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```
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**Differentiation patterns:**
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| Pattern | Example |
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|---------|---------|
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| **Same structure, different subject** | Reference: "How black holes work" → Ours: "How neutron stars work" with same pacing |
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| **Same subject, different angle** | Reference: "Kubernetes explained" → Ours: "Kubernetes from a security engineer's POV" |
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| **Same tone, different visual treatment** | Reference: stock footage + voiceover → Ours: animated motion graphics + voiceover |
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| **Same content, different platform** | Reference: 10-min YouTube → Ours: 60-sec Shorts version with faster pacing |
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| **Counter-take** | Reference: "Why AI will replace jobs" → Ours: "Why AI won't replace YOUR job" |
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**Cost transparency is mandatory.** Each concept must include:
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- Itemized cost estimate at the user's requested duration
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- Cost broken down by: image gen, video gen, TTS, music, total
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- Provider names for each cost line
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- Honest note about what the budget buys vs. doesn't buy
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**Recommendation:** Always recommend one option with a brief reason why. Don't leave
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the user paralyzed with equal choices.
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### Step 5: Sample-First Production (MANDATORY)
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After the user picks a variant, ALWAYS say:
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```
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"Great choice. Before I commit to the full [X]-second video, I'll produce a
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10-15 second sample first — the opening hook + one middle scene. This lets you
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hear the voice, see the visual style, and feel the pacing before we go all-in.
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Estimated sample cost: $[X.XX]
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Shall I proceed with the sample?"
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```
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The sample is NOT optional. Even if the user says "just do the whole thing," push
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back gently:
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```
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"I'd really recommend the sample first — it's a tiny fraction of the cost and
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lets us catch any style mismatches early. If you love it, I'll proceed to the
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full video immediately."
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```
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Only skip the sample if the user insists after being advised.
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**Sample contents:**
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- 1-2 representative scenes (the hook + one middle scene)
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- Actual TTS narration with chosen voice
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- Actual generated/stock visuals
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- Music bed snippet
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- Subtitle style preview
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**Sample checkpoint:**
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Present the sample with: "Here's a preview. Does this feel right? Things I can
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adjust: voice, visual style, pacing, music, colors."
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Iterate on sample feedback until approved. Store samples at:
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`projects/<name>/assets/sample/sample_v{N}.mp4`
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### Step 6: Enter Pipeline
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After sample approval, enter the appropriate pipeline with:
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- VideoAnalysisBrief as grounding context in the research/proposal stage
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- User's chosen variant as the approved direction
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- Sample feedback incorporated into the brief
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- All creative differentiation decisions recorded in the decision_log
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The pipeline takes over from here. The VideoAnalysisBrief travels alongside the
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standard artifacts, providing reference grounding at every stage.
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## Multiple Reference Videos
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When the user provides multiple reference URLs:
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1. Analyze each video separately (run VideoAnalyzer on each)
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2. Present a comparative summary: "Video A does X well, Video B does Y well"
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3. In proposals, note which elements are inspired by which reference
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4. The VideoAnalysisBrief for the primary reference travels with the pipeline;
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secondary references are noted in the research_brief
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## Error Handling
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| Failure | Action |
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|---------|--------|
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| URL download fails | Report error, suggest: try another URL, provide local file, or proceed without reference |
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| No captions available | Download video, transcribe with Whisper locally |
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| Scene detection fails | Fall back to uniform frame sampling |
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| All analysis fails | Ask user to describe the reference video verbally, proceed with standard creative intake |
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Never silently skip analysis steps. If something fails, tell the user what happened
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and what the impact is on the analysis quality.
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@@ -22,6 +22,31 @@ Animation proposals have a unique dimension: **animation mode selection**. Unlik
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## Process
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### Step 0: Check for Reference Video Context
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Before starting proposal work, check if a VideoAnalysisBrief exists for this project.
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**When a VideoAnalysisBrief is present — Reference-Aware Animation Concept Design:**
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**HARD RULE: No carbon copies.** Each concept option MUST:
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1. Name at least ONE animation element it keeps from the reference (pacing, motion style, narrative structure)
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2. Name at least ONE element it changes (animation mode, visual identity, topic angle)
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3. Explain WHY the change makes the output more engaging or clearer
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**Animation differentiation patterns:**
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| Pattern | Example |
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|---------|---------|
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| **Same topic, different animation mode** | Reference: stock footage → Ours: Manim mathematical visualization |
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| **Same style, different complexity** | Reference: simple diagrams → Ours: progressive build with layers |
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| **Same pacing, different visual identity** | Reference: corporate blue → Ours: vibrant neon-on-black |
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| **Same narrative, different interactivity** | Reference: linear → Ours: data-driven with animated charts |
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**Mandatory Sample Protocol:** After concept approval, produce a 10-15 second sample
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to validate the animation style before full production.
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**When no VideoAnalysisBrief is present:** Skip this step and proceed normally.
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### Step 1: Absorb the Research (or Direct Brief)
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**If a `research_brief` artifact exists:** Read it thoroughly. Extract:
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@@ -18,6 +18,40 @@ Animation videos differ from general explainers: the research must cover both **
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## Process
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### Step 0: Check for Reference Video Context
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Before starting research, check if a VideoAnalysisBrief exists for this project. If it
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does, this is a reference-driven production — the user provided a video they want to
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riff on.
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**When a VideoAnalysisBrief is present:**
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1. Read it thoroughly. Extract:
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- `content_analysis.topics` — research these topics for accuracy
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- `content_analysis.key_claims` — verify these claims via web search
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- `style_profile` — note the animation style (motion type, color palette, transitions)
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- `structure_analysis.pacing_profile` — understand the rhythm
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- `replication_guidance.creative_differentiation_seeds` — these are your concept seeds
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- `replication_guidance.key_elements_to_replicate` — preserve these in proposals
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2. Your research focus SHIFTS:
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- Standard research: "What topic + animation technique fits?"
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- Reference-driven research: "What animation approach would DIFFERENTIATE us from the
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reference while keeping the elements the user loved?" + "What animation techniques
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exist for this topic that the reference DIDN'T use?"
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3. In the research_brief, add a `reference_context` section:
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- The reference's animation style and technique
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- What animation modes it used (motion graphics, manim, illustrative, etc.)
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- Alternative animation approaches we could try instead
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- What the reference did well vs. where we can improve
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4. The `angles_discovered` should explicitly position against the reference:
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- "The reference used X animation style. We could try Y which is [more engaging/clearer/
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more novel] because [technique research finding]."
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**When no VideoAnalysisBrief is present:** Skip this step and proceed normally.
|
||||
|
||||
### Step 1: Scope the Research
|
||||
|
||||
Before searching anything, establish boundaries:
|
||||
|
||||
@@ -20,6 +20,32 @@ You are the **Proposal Director** for a cinematic video (trailers, brand films,
|
||||
|
||||
## Process
|
||||
|
||||
### Step 0: Check for Reference Video Context
|
||||
|
||||
Before starting proposal work, check if a VideoAnalysisBrief exists for this project.
|
||||
|
||||
**When a VideoAnalysisBrief is present — Reference-Aware Cinematic Concept Design:**
|
||||
|
||||
**HARD RULE: No carbon copies.** Each concept option MUST:
|
||||
1. Name at least ONE cinematic element it keeps from the reference (mood, pacing, color palette, shot language)
|
||||
2. Name at least ONE element it changes (emotional arc, visual treatment, subject matter, sound design)
|
||||
3. Explain WHY the change creates a different emotional impact
|
||||
|
||||
**Cinematic differentiation patterns:**
|
||||
|
||||
| Pattern | Example |
|
||||
|---------|---------|
|
||||
| **Same mood, different subject** | Reference: dark sci-fi mood → Ours: same darkness applied to deep ocean |
|
||||
| **Same subject, different emotional arc** | Reference: tension→reveal → Ours: wonder→scale |
|
||||
| **Same pacing, different visual language** | Reference: handheld raw → Ours: locked-off geometric |
|
||||
| **Same color world, different lighting** | Reference: warm golden hour → Ours: warm but tungsten/interior |
|
||||
|
||||
**Mandatory Sample Protocol:** After concept approval, produce a 10-15 second cinematic
|
||||
sample BEFORE full production. This is critical for cinematic work — mood mismatches are
|
||||
expensive to fix downstream. Present with visual + audio + music.
|
||||
|
||||
**When no VideoAnalysisBrief is present:** Skip this step and proceed normally.
|
||||
|
||||
### Step 1: Absorb the Research
|
||||
|
||||
Read the `research_brief` thoroughly. Extract:
|
||||
|
||||
@@ -18,6 +18,40 @@ Unlike explainer research (which focuses on facts, data, and content gaps), cine
|
||||
|
||||
## Process
|
||||
|
||||
### Step 0: Check for Reference Video Context
|
||||
|
||||
Before starting research, check if a VideoAnalysisBrief exists for this project. If it
|
||||
does, this is a reference-driven production — the user provided a video they want to
|
||||
riff on.
|
||||
|
||||
**When a VideoAnalysisBrief is present:**
|
||||
|
||||
1. Read it thoroughly. Extract:
|
||||
- `content_analysis.topics` — research these topics for accuracy
|
||||
- `content_analysis.key_claims` — verify these claims via web search
|
||||
- `style_profile` — note the cinematic language (color palette, camera movements, lighting)
|
||||
- `structure_analysis.scenes` — understand the shot language and emotional arc
|
||||
- `replication_guidance.creative_differentiation_seeds` — these are your concept seeds
|
||||
- `replication_guidance.key_elements_to_replicate` — preserve these in proposals
|
||||
|
||||
2. Your research focus SHIFTS:
|
||||
- Standard research: "What visual/emotional language fits this subject?"
|
||||
- Reference-driven research: "What cinematic approach would DIFFERENTIATE us from the
|
||||
reference while keeping the elements the user loved?" + "What mood/tone territory
|
||||
is adjacent but unexplored?"
|
||||
|
||||
3. In the research_brief, add a `reference_context` section:
|
||||
- The reference's cinematic language (shot types, pacing, color palette)
|
||||
- What emotional territory it occupies
|
||||
- Adjacent emotional territories we could explore instead
|
||||
- How the reference's visual approach could be evolved or reinterpreted
|
||||
|
||||
4. The `angles_discovered` should explicitly position against the reference:
|
||||
- "The reference uses X mood/palette/pacing. We could try Y which creates
|
||||
[different emotional impact] because [research finding]."
|
||||
|
||||
**When no VideoAnalysisBrief is present:** Skip this step and proceed normally.
|
||||
|
||||
### Step 1: Classify the Brief
|
||||
|
||||
Before searching, extract from the user's request:
|
||||
|
||||
@@ -22,6 +22,36 @@ Think of yourself as a creative agency pitching to a client: you present concept
|
||||
|
||||
## Process
|
||||
|
||||
### Step 0: Check for Reference Video Context
|
||||
|
||||
Before starting proposal work, check if a VideoAnalysisBrief exists for this project.
|
||||
|
||||
**When a VideoAnalysisBrief is present — Reference-Aware Concept Design:**
|
||||
|
||||
**HARD RULE: No carbon copies.** Each concept option MUST:
|
||||
1. Name at least ONE element it keeps from the reference (pacing, structure, tone, hook style)
|
||||
2. Name at least ONE element it changes (topic angle, visual treatment, narration approach)
|
||||
3. Explain WHY the change makes the output better, not just different
|
||||
|
||||
**Differentiation patterns:**
|
||||
|
||||
| Pattern | Example |
|
||||
|---------|---------|
|
||||
| **Same structure, different subject** | Reference: "How black holes work" → Ours: "How neutron stars work" with same pacing |
|
||||
| **Same subject, different angle** | Reference: "Kubernetes explained" → Ours: "Kubernetes from a security engineer's POV" |
|
||||
| **Same tone, different visual treatment** | Reference: stock footage + voiceover → Ours: animated motion graphics + voiceover |
|
||||
| **Same content, different platform** | Reference: 10-min YouTube → Ours: 60-sec Shorts version with faster pacing |
|
||||
| **Counter-take** | Reference: "Why AI will replace jobs" → Ours: "Why AI won't replace YOUR job" |
|
||||
|
||||
**Mandatory Sample Protocol:** After the user approves a concept, BEFORE entering the
|
||||
script stage, produce a 10-15 second sample:
|
||||
1. The opening hook (first 5-7 seconds) + one representative middle scene
|
||||
2. Actual TTS voice, actual visual style, music bed snippet
|
||||
3. Present with: "Here's a preview. Does this feel right?"
|
||||
4. Iterate until approved, then proceed to full production
|
||||
|
||||
**When no VideoAnalysisBrief is present:** Skip this step and proceed normally.
|
||||
|
||||
### Step 1: Absorb the Research
|
||||
|
||||
Read the `research_brief` thoroughly. Extract:
|
||||
|
||||
@@ -18,6 +18,38 @@ This stage is what separates an OpenMontage video from generic AI slop. Without
|
||||
|
||||
## Process
|
||||
|
||||
### Step 0: Check for Reference Video Context
|
||||
|
||||
Before starting research, check if a VideoAnalysisBrief exists for this project. If it
|
||||
does, this is a reference-driven production — the user provided a video they want to
|
||||
riff on.
|
||||
|
||||
**When a VideoAnalysisBrief is present:**
|
||||
|
||||
1. Read it thoroughly. Extract:
|
||||
- `content_analysis.topics` — research these topics for accuracy
|
||||
- `content_analysis.key_claims` — verify these claims via web search
|
||||
- `style_profile` — note this for the proposal stage (do not research style)
|
||||
- `replication_guidance.creative_differentiation_seeds` — these are your concept seeds
|
||||
- `replication_guidance.key_elements_to_replicate` — preserve these in proposals
|
||||
|
||||
2. Your research focus SHIFTS:
|
||||
- Standard research: "What is interesting about this topic?"
|
||||
- Reference-driven research: "What is interesting about this topic that the
|
||||
reference video DIDN'T cover?" + "What would make our version DIFFERENT and BETTER?"
|
||||
|
||||
3. In the research_brief, add a `reference_context` section:
|
||||
- What the reference covered
|
||||
- What it missed (your differentiation opportunity)
|
||||
- What claims it made that you can verify or update
|
||||
- How the landscape has changed since the reference was published
|
||||
|
||||
4. The `angles_discovered` should explicitly position against the reference:
|
||||
- "The reference took angle X. We could take angle Y which is [fresher/deeper/more
|
||||
surprising] because [research finding]."
|
||||
|
||||
**When no VideoAnalysisBrief is present:** Skip this step and proceed normally.
|
||||
|
||||
### Step 1: Scope the Research
|
||||
|
||||
Before searching anything, establish boundaries:
|
||||
|
||||
Reference in New Issue
Block a user