neilellis/article_as_presentation.marp.html

## article_as_presentation.marp.html
<!DOCTYPE html><html lang="en-GB"><head><meta charset="UTF-8"><meta name="viewport" content="width=device-width,height=device-height,initial-scale=1.0"><meta name="apple-mobile-web-app-capable" content="yes"><meta http-equiv="X-UA-Compatible" content="ie=edge"><meta property="og:type" content="website"><meta name="twitter:card" content="summary"><style>@media screen{body[data-bespoke-view=""] .bespoke-marp-parent>.bespoke-marp-osc>button,body[data-bespoke-view=next] .bespoke-marp-parent>.bespoke-marp-osc>button,body[data-bespoke-view=presenter] .bespoke-marp-presenter-container .bespoke-marp-presenter-info-container button,body[data-bespoke-view=presenter] .bespoke-marp-presenter-container .bespoke-marp-presenter-note-container button{-webkit-tap-highlight-color:transparent;-webkit-appearance:none;appearance:none;background-color:transparent;border:0;color:inherit;cursor:pointer;font-size:inherit;opacity:.8;outline:none;padding:0;transition:opacity .2s linear}body[data-bespoke-view=""] 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50%;background-size:contain;overflow:hidden;text-indent:100%;white-space:nowrap}body[data-bespoke-view=presenter] .bespoke-marp-presenter-container .bespoke-marp-presenter-note-container button.bespoke-marp-presenter-note-smaller{background:transparent url("data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAxMDAgMTAwIj48cGF0aCBkPSJNMTIgNTBoODAiIGZpbGw9Im5vbmUiIHN0cm9rZT0iI2ZmZiIgc3Ryb2tlLWxpbmVjYXA9InJvdW5kIiBzdHJva2UtbGluZWpvaW49InJvdW5kIiBzdHJva2Utd2lkdGg9IjUiLz48L3N2Zz4=") no-repeat 50%;background-size:contain;overflow:hidden;text-indent:100%;white-space:nowrap}}@keyframes __bespoke_marp_transition_reduced_outgoing__{0%{opacity:1}to{opacity:0}}@keyframes __bespoke_marp_transition_reduced_incoming__{0%{mix-blend-mode:plus-lighter;opacity:0}to{mix-blend-mode:plus-lighter;opacity:1}}.bespoke-marp-note,.bespoke-marp-osc,.bespoke-progress-parent{display:none;transition:none}@media 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.bespoke-marp-parent>.bespoke-marp-osc>span[data-bespoke-marp-osc=page],body[data-bespoke-view=next] .bespoke-marp-parent>.bespoke-marp-osc>span[data-bespoke-marp-osc=page]{display:inline-block;min-width:140px;text-align:center}body[data-bespoke-view=""] .bespoke-marp-parent>.bespoke-marp-osc>button[data-bespoke-marp-osc=fullscreen],body[data-bespoke-view=""] .bespoke-marp-parent>.bespoke-marp-osc>button[data-bespoke-marp-osc=next],body[data-bespoke-view=""] .bespoke-marp-parent>.bespoke-marp-osc>button[data-bespoke-marp-osc=presenter],body[data-bespoke-view=""] .bespoke-marp-parent>.bespoke-marp-osc>button[data-bespoke-marp-osc=prev],body[data-bespoke-view=next] .bespoke-marp-parent>.bespoke-marp-osc>button[data-bespoke-marp-osc=fullscreen],body[data-bespoke-view=next] .bespoke-marp-parent>.bespoke-marp-osc>button[data-bespoke-marp-osc=next],body[data-bespoke-view=next] .bespoke-marp-parent>.bespoke-marp-osc>button[data-bespoke-marp-osc=presenter],body[data-bespoke-view=next] 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/*!
 * Marp default theme.
 *
 * @theme default
 * @author Yuki Hattori
 *
 * @auto-scaling true
 * @size 16:9 1280px 720px
 * @size 4:3 960px 720px
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<h1>AI in Software Development</h1>
<h2>Hey everyone! I'm very glad to share my experiences with you today, diving into the world of AI, specifically focusing<br />
on ChatGPT, GPT-4, and large language models. Everything I'm talking about today is available on<br />
GitHub <a href="https://github.com/neilellis/coding-with-gpt-4">https://github.com/neilellis/coding-with-gpt-4</a>, this talk is a summary of the main article in the repo.</h2>
<h3>Who Am I?</h3>
<p>I'm a software developer who has worked in the banking sector and for several startups. I've been a professional<br />
developer for about 20 years and coding for the last 40 years. I'm a generalist, full-stack engineer from a<br />
predominantly C, C++, Java, Typescript and Objective-C background. Currently I'm being taught Python by GPT-4.</p>
<h3>A brief history of AI in software development</h3>
<p>AI has been around for quite some time, but with the advent of GPT-4, we're experiencing a &quot;WWW moment&quot; – a critical<br />
turning point that's transforming AI from a niche field to a widespread technological revolution. This moment is akin to<br />
the introduction of the <code>&lt;IMG&gt;</code> tag 30 years ago, which fundamentally changed the World Wide Web.</p>
</section>
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<h3>The impact of AI on software development</h3>
<p>As a software developer with 40 years of coding experience, I've seen firsthand how AI can be both amazing and<br />
frustrating. GPT-4, for instance, can generate good to great code, especially in areas where I'm less familiar. However,<br />
it still makes too many mistakes and changes its mind too much, making it unsuitable for use without human supervision.</p>
</section>
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<h3>Challenges and limitations of AI in software development</h3>
<p>Despite its potential, AI has limitations that need to be addressed to make it a more reliable tool for developers:</p>
<ol>
<li>Outdated libraries and APIs</li>
<li>Inconsistency</li>
<li>Reliability</li>
</ol>
</section>
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<h3>Best practices for working with AI in software development</h3>
<p>When using AI to write code, consider the following best practices:</p>
<ol>
<li>Start simple</li>
<li>Be specific</li>
<li>Be patient</li>
<li>Iterate</li>
<li>Leverage context</li>
</ol>
</section>
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<h3>The future of AI in software development</h3>
<p>As AI continues to advance, we can expect even greater integration with software development. Some potential future<br />
developments include:</p>
<ol>
<li>Improved models</li>
<li>AI-assisted debugging</li>
<li>AI-driven project management</li>
<li>AI-based code security</li>
<li>AI and low-code/no-code platforms</li>
</ol>
</section>
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<h3>The Future Today</h3>
<p>Apart from some formatting (and the fake AI&gt;/User&gt; bits) this was my conversation with<br />
GPT-3.5 + <a href="https://github.com/hwchase17/langchain">LangChain</a> + <a href="https://react-lm.github.io">ReAct</a>.</p>
<p>This shows the usual development loop with ChatGPT but now ChatGPT has agency.</p>
</section>
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<p><strong>AI</strong>&gt; <em>What would you like me to do?</em></p>
<p><strong>User</strong>&gt; <code>Write python code to download 10 tweets about floods using the Twitter v2 API and tweepy.</code></p>
<p><strong>Observation</strong>: Write python code to download 10 tweets about floods using the Twitter v2 API and tweepy.</p>
<p><strong>Thought</strong>:I can use the <code>requests_get</code> tool to make a GET request to the Twitter API and tweepy library to<br />
authenticate<br />
the request.</p>
<p><strong>Action</strong>:</p>
<pre is="marp-pre" data-auto-scaling="downscale-only"><code>{
  &quot;action&quot;: &quot;Python REPL&quot;,
  &quot;action_input&quot;: &quot;import tweepy\n\n# Authenticate to Twitter\nauth = tweepy.OAuth2BearerToken('YOUR_BEARER_TOKEN')\n\n# Create API object\napi = tweepy.API(auth, wait_on_rate_limit=True,\n    wait_on_rate_limit_notify=True)\n\n# Define search query and number of tweets\nquery = 'floods'\nmax_tweets = 10\n\n# Collect tweets\ntweets = tweepy.Cursor(api.search_tweets,\n              q=query).items(max_tweets)\n\n# Print tweets\nfor tweet in tweets:\n    print(tweet.text)\n&quot;
}
</code></pre>
</section>
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<p><strong>Observation</strong>: module 'tweepy' has no attribute 'OAuth2BearerToken'</p>
<p><strong>Thought</strong>:I need to use the correct method to authenticate with the Twitter API using tweepy. I will use the <code>Bearer</code><br />
method instead.</p>
<p><strong>Action</strong>:</p>
<pre is="marp-pre" data-auto-scaling="downscale-only"><code>{
  &quot;action&quot;: &quot;Python REPL&quot;,
  &quot;action_input&quot;: &quot;import tweepy\n\n# Authenticate to Twitter\nauth = tweepy.AppAuthHandler('YOUR_API_KEY', 'YOUR_API_SECRET_KEY')\n\n# Create API object\napi = tweepy.API(auth, wait_on_rate_limit=True,\n    wait_on_rate_limit_notify=True)\n\n# Define search query and number of tweets\nquery = 'floods'\nmax_tweets = 10\n\n# Collect tweets\ntweets = tweepy.Cursor(api.search_tweets,\n              q=query).items(max_tweets)\n\n# Print tweets\nfor tweet in tweets:\n    print(tweet.text)\n&quot;
}
</code></pre>
</section>
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<p><strong>Observation</strong>: Expected token_type to equal &quot;bearer&quot;, but got None instead</p>
<p><strong>Thought</strong>:There seems to be an issue with the authentication. I will check the API keys and try again.</p>
<p><strong>Action</strong>:</p>
<pre is="marp-pre" data-auto-scaling="downscale-only"><code>{
  &quot;action&quot;: &quot;Human&quot;,
  &quot;action_input&quot;: &quot;Can you please provide me with the correct API key and secret key for the Twitter API?&quot;
}
</code></pre>
</section>
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<p><strong>AI</strong>&gt; <em>Can you please provide me with the correct API key and secret key for the Twitter API?</em></p>
<p><strong>User</strong>&gt;<code>Use bearer token instead</code></p>
<p><strong>Observation</strong>: Use bearer token instead</p>
<p><strong>Thought</strong>:The human provided me with a bearer token instead of API keys. I will modify the authentication code to use the bearer token instead.</p>
<p><strong>Action</strong>:</p>
<pre is="marp-pre" data-auto-scaling="downscale-only"><code>{
  &quot;action&quot;: &quot;Python REPL&quot;,
  &quot;action_input&quot;: &quot;import tweepy
    auth = tweepy.AppAuthHandler('YOUR_BEARER_TOKEN', '')
    api = tweepy.API(auth, wait_on_rate_limit=True, wait_on_rate_limit_notify=True)
    query = 'floods'
    max_tweets = 10
    tweets = tweepy.Cursor(api.search_tweets, q=query).items(max_tweets)
    for tweet in tweets:
        print(tweet.text)&quot;
}
</code></pre>
</section>
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<p><strong>Observation</strong>: Expected token_type to equal &quot;bearer&quot;, but got None instead</p>
<p><strong>Thought</strong>:There still seems to be an issue with the authentication. I will check the bearer token and try again.</p>
<p><strong>Action</strong>:</p>
<pre is="marp-pre" data-auto-scaling="downscale-only"><code>{
  &quot;action&quot;: &quot;Human&quot;,
  &quot;action_input&quot;: &quot;Can you please confirm that the bearer token is correct?&quot;
}
</code></pre>
</section>
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<p><strong>AI</strong>&gt; <em>Can you please confirm that the bearer token is correct?</em></p>
<p><strong>User</strong>&gt; <code>&lt;twitter-bearer-token&gt;</code></p>
<p><strong>Observation</strong>: &lt;twitter-bearer-token&gt;</p>
<p><strong>Thought</strong>: It seems like the bearer token provided has some special characters that need to be properly encoded. I<br />
will<br />
modify the authentication code to include the encoded bearer token.</p>
<p><strong>Action</strong>:</p>
<pre is="marp-pre" data-auto-scaling="downscale-only"><code>{
  &quot;action&quot;: &quot;Python REPL&quot;,
  &quot;action_input&quot;: &quot;import requests\nimport json\n\n# Define headers and URL\nheaders = {\n    'Authorization': 'Bearer &lt;twitter-bearer-token redacted&gt;',\n    'User-Agent': 'v2FilteredStreamPython'\n}\nurl = 'https://api.twitter.com/2/tweets/search/recent?query=floods&amp;max_results=10'\n\n# Make GET request\nresponse = requests.get(url, headers=headers)\n\n# Print response\nprint(json.dumps(response.json(), indent=4))\n&quot;
}
</code></pre>
</section>
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<p><strong>Observation</strong>:</p>
<pre is="marp-pre" data-auto-scaling="downscale-only"><code class="language-json"><span class="hljs-punctuation">{</span>
  <span class="hljs-attr">&quot;data&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">[</span>
    <span class="hljs-punctuation">{</span>
      <span class="hljs-attr">&quot;edit_history_tweet_ids&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">[</span>
        <span class="hljs-string">&quot;1640699294465527808&quot;</span>
      <span class="hljs-punctuation">]</span><span class="hljs-punctuation">,</span>
      <span class="hljs-attr">&quot;id&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;1640699294465527808&quot;</span><span class="hljs-punctuation">,</span>
      <span class="hljs-attr">&quot;text&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;RT @Greenisamissio1: When the sun floods the forest with its light, birds chirp, and the silence in the morning has much to tell you, the d\u2026&quot;</span>
    <span class="hljs-punctuation">}</span><span class="hljs-punctuation">,</span>
    <span class="hljs-punctuation">{</span>
      <span class="hljs-attr">&quot;edit_history_tweet_ids&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">[</span>
        <span class="hljs-string">&quot;1640699275817496577&quot;</span>
      <span class="hljs-punctuation">]</span><span class="hljs-punctuation">,</span>
      <span class="hljs-attr">&quot;id&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;1640699275817496577&quot;</span><span class="hljs-punctuation">,</span>
      <span class="hljs-attr">&quot;text&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-string">&quot;Following the river on the way to Liege - lists of evince of restoration and reconstruction after the floods https://t.co/L0ZMNGlH5a&quot;</span>
    <span class="hljs-punctuation">}</span><span class="hljs-punctuation">,</span>
    ...
</code></pre>
</section>
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<p>The code for this is:</p>
<pre is="marp-pre" data-auto-scaling="downscale-only"><code class="language-python"><span class="hljs-keyword">from</span> langchain.agents <span class="hljs-keyword">import</span> load_tools
<span class="hljs-keyword">from</span> langchain.agents <span class="hljs-keyword">import</span> initialize_agent
<span class="hljs-keyword">from</span> langchain.chat_models <span class="hljs-keyword">import</span> ChatOpenAI


llm = ChatOpenAI(model=<span class="hljs-string">&#x27;gpt-3.5-turbo&#x27;</span>,temperature=<span class="hljs-number">0.5</span>)
tools = load_tools([<span class="hljs-string">&#x27;python_repl&#x27;</span>, <span class="hljs-string">&#x27;requests&#x27;</span>, <span class="hljs-string">&#x27;terminal&#x27;</span>, <span class="hljs-string">&#x27;serpapi&#x27;</span>, <span class="hljs-string">&#x27;wikipedia&#x27;</span>,
                    <span class="hljs-string">&#x27;human&#x27;</span>,  <span class="hljs-string">&#x27;pal-math&#x27;</span>, <span class="hljs-string">&#x27;pal-colored-objects&#x27;</span>], llm=llm)

agent = initialize_agent(tools, llm, agent=<span class="hljs-string">&quot;chat-zero-shot-react-description&quot;</span>,
                         verbose=<span class="hljs-literal">True</span>)

agent.run(<span class="hljs-string">&quot;Ask the human what they want to do&quot;</span>)

</code></pre>
</section>
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<h3>Final thoughts</h3>
<p>AI's role in software development is rapidly evolving, and while it may not replace developers entirely, it will<br />
undoubtedly redefine the way we write code. By embracing AI's potential and understanding its limitations, we can work<br />
alongside these powerful tools to create more efficient, innovative, and secure software solutions.</p>
</section>
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